Appendix B — Recoding
This appendix lists the raw-to-category allocation tables for free-text questions. Each row links one normalized raw response to its assigned category in the corresponding chapter summary table.
Allocation tables are generated when question chapters are rendered and cached for display here.
B.0.1 Conference (Nordics)
| Conference (Nordics) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| computer applications and quantitative methods in archaeology (caa) 2025 | Digital Humanities and GLAM | Recoded | 1 |
| dhnb | Digital Humanities and GLAM | Recoded | 1 |
| digikult | Digital Humanities and GLAM | Recoded | 1 |
| digital humanities in nordic and baltic countries (dhnb) | Digital Humanities and GLAM | Recoded | 1 |
| huminfra nodes conference | Digital Humanities and GLAM | Recoded | 1 |
| semantic web in libraris (swib) | Digital Humanities and GLAM | Recoded | 1 |
| språkbanken meetings | Digital Humanities and GLAM | Recoded | 1 |
| theory and practice of digital libraries | Digital Humanities and GLAM | Recoded | 1 |
| computing related conferences and workshops (nordugrid | HPC and e-infrastructure | Recoded | 1 |
| egi | HPC and e-infrastructure | Recoded | 1 |
| hipeac | HPC and e-infrastructure | Recoded | 1 |
| isc | HPC and e-infrastructure | Recoded | 1 |
| neic | HPC and e-infrastructure | Recoded | 1 |
| openacc summit | HPC and e-infrastructure | Recoded | 1 |
| nobugs | Chemistry, materials and photon science | Recoded | 2 |
| epdic | Chemistry, materials and photon science | Recoded | 1 |
| hice una demo en el workshop “gap developers & users meetings 2022” y este año lo presentaré en el workshop “turbogap school 2026” | Chemistry, materials and photon science | Recoded | 1 |
| iucr | Chemistry, materials and photon science | Recoded | 1 |
| adass | Astronomy, space and physics | Recoded | 1 |
| icns | Astronomy, space and physics | Recoded | 1 |
| software defined space conference | Astronomy, space and physics | Recoded | 1 |
| wlcg) | Astronomy, space and physics | Recoded | 1 |
| nordic rse 2025 | RSE community conferences | Recoded | 1 |
| nordic rse conference | RSE community conferences | Recoded | 1 |
| nordic rse-conference | RSE community conferences | Recoded | 1 |
| nordicrsecon | RSE community conferences | Recoded | 1 |
| … | … | Unchanged | 2 |
| language resources and evaluation conference (lrec) | AI, NLP and vision | Recoded | 1 |
| swedish language technology conference (sltc) | AI, NLP and vision | Recoded | 1 |
| egu | Geosciences and environment | Recoded | 1 |
| esa living planete | Geosciences and environment | Recoded | 1 |
| ecm | Mathematics and statistics | Recoded | 1 |
| huminfra sweden 2024 | Multiple or unspecified conferences | Recoded | 1 |
| practicalmeeg | Neuroscience and psychology | Recoded | 1 |
| posit::conf | R ecosystem | Recoded | 1 |
| netsci | Social sciences and networks | Recoded | 1 |
| europeana tech | europeana tech | Unchanged | 1 |
| international conferences | international conferences | Unchanged | 1 |
| meg-nord | meg-nord | Unchanged | 1 |
| nofe | nofe | Unchanged | 1 |
| nordic-rse | nordic-rse | Unchanged | 1 |
| pha4ge | pha4ge | Unchanged | 1 |
B.0.2 Organization (South Africa)
| Organization (South Africa) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
B.0.3 Discipline (Nordics)
| Discipline (Nordics) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| digital humanities | Humanities and social sciences | Recoded | 1 |
| geisteswissenschaften | Humanities and social sciences | Recoded | 1 |
| social sciences; digital humanitities | Humanities and social sciences | Recoded | 1 |
| so all of the above | Cross-cutting / research-wide | Recoded | 1 |
| we operate university-wide | Cross-cutting / research-wide | Recoded | 1 |
| data visualization | Computing, data and engineering | Recoded | 1 |
| neuroscience | Life sciences and neuroscience | Recoded | 1 |
| all | all | Unchanged | 1 |
B.0.4 Which university do you work for? (Nordics)
| Which university do you work for? (Nordics) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
B.0.5 Official job title (Nordics)
| Official job title (Nordics) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| research engineer | Software engineer / developer | Recoded | 3 |
| senior engineer | Software engineer / developer | Recoded | 3 |
| research software engineer | Software engineer / developer | Recoded | 2 |
| digital research engineer | Software engineer / developer | Recoded | 1 |
| principal research engineer | Software engineer / developer | Recoded | 1 |
| programmer | Software engineer / developer | Recoded | 1 |
| scientific programmer | Software engineer / developer | Recoded | 1 |
| senio engineer | Software engineer / developer | Recoded | 1 |
| senior research engineer | Software engineer / developer | Recoded | 1 |
| senioringeniør | Software engineer / developer | Recoded | 1 |
| doctoral researcher | Researcher (other title) | Recoded | 1 |
| junior research fellow of bioinformatics | Researcher (other title) | Recoded | 1 |
| junior researcher | Researcher (other title) | Recoded | 1 |
| postdoctoral researcher | Researcher (other title) | Recoded | 1 |
| research fellow | Researcher (other title) | Recoded | 1 |
| researcher | Researcher (other title) | Recoded | 1 |
| senior researcher | Researcher (other title) | Recoded | 1 |
| application specialist | Technical / professional support role | Recoded | 1 |
| machine learning specialist | Technical / professional support role | Recoded | 1 |
| ocean data analyst | Technical / professional support role | Recoded | 1 |
| special consultant - research software engineer | Technical / professional support role | Recoded | 1 |
| technician and research engineer | Technical / professional support role | Recoded | 1 |
| assistant professor | Faculty / professor | Recoded | 2 |
| lecturer | Faculty / professor | Recoded | 1 |
| doctoral candidate | PhD student / postdoctoral researcher | Recoded | 1 |
| phd student | PhD student / postdoctoral researcher | Recoded | 1 |
| academic rse | Research Software Engineer / Developer | Recoded | 1 |
| rse | Research Software Engineer / Developer | Recoded | 1 |
| bioinformatician | Data / computational specialist | Recoded | 1 |
| it architect | it architect | Unchanged | 1 |
| research software scientist | research software scientist | Unchanged | 1 |
| senior scientist | senior scientist | Unchanged | 1 |
| specialkonsulent | specialkonsulent | Unchanged | 1 |
| staff scientist | staff scientist | Unchanged | 1 |
B.0.6 Job title used (Nordics)
| Job title used (Nordics) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| research software engineer | Software engineer / developer | Recoded | 2 |
| full stack developer + sysadmin | Software engineer / developer | Recoded | 1 |
| scientific software developer | Software engineer / developer | Recoded | 1 |
| security engineer | Software engineer / developer | Recoded | 1 |
| coordinator | Technical / professional support role | Recoded | 1 |
| hpc specialist | Technical / professional support role | Recoded | 1 |
| it administrator | Technical / professional support role | Recoded | 1 |
| application expert | application expert | Unchanged | 2 |
| bioinformatician | Data / computational specialist | Recoded | 1 |
| data manager | Management / team lead | Recoded | 1 |
| data shepard | data shepard | Unchanged | 1 |
| project leader | project leader | Unchanged | 1 |
| r-guru | r-guru | Unchanged | 1 |
B.0.7 User Group
| User Group raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| anyone who wants to use my software (typically researches in my field | Global/international researchers | Recoded | 1 |
| forschende international | Global/international researchers | Recoded | 1 |
| global research area | Global/international researchers | Recoded | 1 |
| globally) | Global/international researchers | Recoded | 1 |
| in principle anyone | Global/international researchers | Recoded | 1 |
| internationally | Global/international researchers | Recoded | 1 |
| no matter which country | Global/international researchers | Recoded | 1 |
| regardless of affiliation | Global/international researchers | Recoded | 1 |
| researchers anywhere via maintained public services | Global/international researchers | Recoded | 1 |
| researchers around the world | Global/international researchers | Recoded | 1 |
| researchers in international projects | Global/international researchers | Recoded | 1 |
| researchers worldwide | Global/international researchers | Recoded | 1 |
| collaborators of researchers in my department | Within institution (dept/university) | Recoded | 1 |
| mostly within the university | Within institution (dept/university) | Recoded | 1 |
| for business automation workflows | Business process automation | Recoded | 1 |
| en breve también podré ofrecer soporte a grupos específicos dentro de otras instituciones de finlandia | External institutional partners | Recoded | 1 |
| researchers in our field of research | Field-specific researchers | Recoded | 1 |
| project based collaborations | Project-based collaborators | Recoded | 1 |
| anyone | anyone | Unchanged | 1 |
| clients with research heavy projects | clients with research heavy projects | Unchanged | 1 |
B.0.8 Funding
| Funding raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| it’s part of my job | it’s part of my job | Unchanged | 1 |
B.0.9 Grant (Netherlands)
| Grant (Netherlands) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| nwo | NWO | Recoded | 8 |
| many. mostly nwo | NWO | Recoded | 1 |
| most often nwo | NWO | Recoded | 1 |
| nwo + groeifonds | NWO | Recoded | 1 |
| nwo vidi | NWO | Recoded | 1 |
| nwo/open science council | NWO | Recoded | 1 |
| horizon europe | Horizon Europe | Recoded | 8 |
| horizon europen | Horizon Europe | Recoded | 1 |
| erc | ERC | Recoded | 2 |
| erc and horizon. | ERC | Recoded | 1 |
| open science council | Open Science NL / Council | Recoded | 1 |
| open science nl | Open Science NL / Council | Recoded | 1 |
| thematic | Thematic | Recoded | 1 |
| thematic dcc | Thematic | Recoded | 1 |
| zonmw | ZonMw | Recoded | 2 |
| bioimaging | Bioimaging | Recoded | 1 |
| eu | EU (unspecified) | Recoded | 1 |
| internal university grant | Internal university grant | Recoded | 1 |
| lsri | LSRI | Recoded | 1 |
| all of the above | Multiple grants | Recoded | 1 |
| ukri | UKRI | Recoded | 1 |
| no idea | no idea | Unchanged | 1 |
| pdi-ssh | pdi-ssh | Unchanged | 1 |
| tdcc-lsh | tdcc-lsh | Unchanged | 1 |
B.0.10 Usage of AI
| Usage of AI raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| formatting | Code assistance and refactoring | Recoded | 1 |
| naming variables and concepts | Code assistance and refactoring | Recoded | 1 |
| helping navigate (to me) foreign large code bases | Code comprehension and problem solving | Recoded | 1 |
| problem solving | Code comprehension and problem solving | Recoded | 1 |
| code reviews | Code review and linting | Recoded | 1 |
| initial prototype | Prototyping and scaffolding | Recoded | 1 |
| complementing pr reviews | complementing pr reviews | Unchanged | 1 |
| generate the raw code | generate the raw code | Unchanged | 1 |
| search engine replacement (since they all suck now) | search engine replacement (since they all suck now) | Unchanged | 1 |
B.0.11 AI Tools
| AI Tools raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| le chat | Mistral (Le Chat, Vibe) | Recoded | 1 |
| mistral | Mistral (Le Chat, Vibe) | Recoded | 1 |
| mistral vibe | Mistral (Le Chat, Vibe) | Recoded | 1 |
| deepseek | DeepSeek | Recoded | 2 |
| locally hosted qwen | Local LLMs | Recoded | 1 |
| we run local models | Local LLMs | Recoded | 1 |
| copilot | Microsoft/GitHub Copilot | Recoded | 2 |
| internal gpt solution (gpt uio) | Institution-hosted LLMs | Recoded | 1 |
| openai codex | OpenAI Codex | Recoded | 1 |
| lumo | Proton Lumo | Recoded | 1 |
| duck.ai | duck.ai | Unchanged | 1 |
| quen | quen | Unchanged | 1 |
B.0.12 What skills do you think are necessary to effectively use generative AI for research software development tasks? (Nordics)
| What skills do you think are necessary to effectively use generative AI for research software development tasks? (Nordics) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| critical thinking | Critical thinking, scepticism and output validation | Recoded | 3 |
| common sense | Critical thinking, scepticism and output validation | Recoded | 1 |
| critical eye on the result | Critical thinking, scepticism and output validation | Recoded | 1 |
| critical reading | Critical thinking, scepticism and output validation | Recoded | 1 |
| critical sense | Critical thinking, scepticism and output validation | Recoded | 1 |
| pensamiento crítico | Critical thinking, scepticism and output validation | Recoded | 1 |
| reading/using with a “critical” lense | Critical thinking, scepticism and output validation | Recoded | 1 |
| scepticism | Critical thinking, scepticism and output validation | Recoded | 1 |
| sceptisisim | Critical thinking, scepticism and output validation | Recoded | 1 |
| sound scepticism! | Critical thinking, scepticism and output validation | Recoded | 1 |
| vibe-coders are working blindly and introduce terrible mistakes | Critical thinking, scepticism and output validation | Recoded | 1 |
| you need to be critical of what it outputs | Critical thinking, scepticism and output validation | Recoded | 1 |
| development without generative ai for a while. | Foundational software engineering skills | Recoded | 1 |
| fundamental knowledge about research software dev | Foundational software engineering skills | Recoded | 1 |
| good engineering skill | Foundational software engineering skills | Recoded | 1 |
| knowing how to do the job without genai | Foundational software engineering skills | Recoded | 1 |
| knowledge of software | Foundational software engineering skills | Recoded | 1 |
| previous coding experience | Foundational software engineering skills | Recoded | 1 |
| same as normal rs work | Foundational software engineering skills | Recoded | 1 |
| same as now | Foundational software engineering skills | Recoded | 1 |
| software development skills (version control | Foundational software engineering skills | Recoded | 1 |
| software engineering | Foundational software engineering skills | Recoded | 1 |
| which requires research and programming skills. | Foundational software engineering skills | Recoded | 1 |
| you need to already be a good well rounded developer | Foundational software engineering skills | Recoded | 1 |
| you would still need to have solid understanding of the software development process and architecture. with models you can only improve the gap you know you are missing. often models don’t automatically improve the gap you don’t know you are missing. | Foundational software engineering skills | Recoded | 1 |
| choosing energy-cheap models | Prompt engineering and generative AI literacy | Recoded | 1 |
| fundamental knowledge about generative ai and its limitation | Prompt engineering and generative AI literacy | Recoded | 1 |
| good prompt engineering | Prompt engineering and generative AI literacy | Recoded | 1 |
| how to prompt well | Prompt engineering and generative AI literacy | Recoded | 1 |
| how to use/prompt ai tools efficiently | Prompt engineering and generative AI literacy | Recoded | 1 |
| keeping up to date on genai tools | Prompt engineering and generative AI literacy | Recoded | 1 |
| knowledge of ai tools | Prompt engineering and generative AI literacy | Recoded | 1 |
| llm knowledge | Prompt engineering and generative AI literacy | Recoded | 1 |
| prompt enigneering | Prompt engineering and generative AI literacy | Recoded | 1 |
| proper prompting; understanding of llms; proper knowledge of programming languages | Prompt engineering and generative AI literacy | Recoded | 1 |
| structured prompting | Prompt engineering and generative AI literacy | Recoded | 1 |
| understanding of flow to get most out of tools | Prompt engineering and generative AI literacy | Recoded | 1 |
| understanding of what ai is attempting to do | Prompt engineering and generative AI literacy | Recoded | 1 |
| good examples that shows possibilities and limitations. a careful attitude. | Judgement on when and how to use AI | Recoded | 1 |
| how to use ai-generated results efficiently and safely | Judgement on when and how to use AI | Recoded | 1 |
| humility | Judgement on when and how to use AI | Recoded | 1 |
| knowing what tasks to delegate | Judgement on when and how to use AI | Recoded | 1 |
| restraint. limit ai use since it’s extremely easy to overuse it resulting in low quality code | Judgement on when and how to use AI | Recoded | 1 |
| taste | Judgement on when and how to use AI | Recoded | 1 |
| the ability to look the other way | Judgement on when and how to use AI | Recoded | 1 |
| to know when to use it and when not to | Judgement on when and how to use AI | Recoded | 1 |
| when to not use | Judgement on when and how to use AI | Recoded | 1 |
| when to use | Judgement on when and how to use AI | Recoded | 1 |
| code fluency | Programming language and code comprehension | Recoded | 1 |
| code understanding | Programming language and code comprehension | Recoded | 1 |
| conocimiento (aunque sea básico) del lenguaje/sistema relacionado con las preguntas | Programming language and code comprehension | Recoded | 1 |
| one needs to know how to at least read code to effectively use ai tools. | Programming language and code comprehension | Recoded | 1 |
| reading/writing | Programming language and code comprehension | Recoded | 1 |
| reasonable grasp of the programming language (to use it safely) | Programming language and code comprehension | Recoded | 1 |
| understanding of the technology the ai is producing output for. | Programming language and code comprehension | Recoded | 1 |
| testing | Testing, QA and verification | Recoded | 3 |
| formal validation methods | Testing, QA and verification | Recoded | 1 |
| how to verify code | Testing, QA and verification | Recoded | 1 |
| qa and testing | Testing, QA and verification | Recoded | 1 |
| code reviewing | Code review, fact-checking and quality control | Recoded | 1 |
| fact checking | Code review, fact-checking and quality control | Recoded | 1 |
| reviewing | Code review, fact-checking and quality control | Recoded | 1 |
| workflows that mitigate slop (e.g. manual review) | Code review, fact-checking and quality control | Recoded | 1 |
| devops | DevOps, cloud, HPC and data engineering | Recoded | 1 |
| knowledge about cloud platforms | DevOps, cloud, HPC and data engineering | Recoded | 1 |
| knowledge about hpc | DevOps, cloud, HPC and data engineering | Recoded | 1 |
| strong data engineering fundamentals | DevOps, cloud, HPC and data engineering | Recoded | 1 |
| and have to also understand the problem you’re trying to make it solve for you | Domain and use-case understanding | Recoded | 1 |
| background understanding of the use case | Domain and use-case understanding | Recoded | 1 |
| understanding important concepts | Domain and use-case understanding | Recoded | 1 |
| understanding of basics | Domain and use-case understanding | Recoded | 1 |
| architechture understanding | Software architecture and system design | Recoded | 1 |
| software architecture | Software architecture and system design | Recoded | 1 |
| system architecture planning | Software architecture and system design | Recoded | 1 |
| understanding of how parts go together | Software architecture and system design | Recoded | 1 |
| following up with learning/research | Continuous learning and research practice | Recoded | 1 |
| motivation to learn | Continuous learning and research practice | Recoded | 1 |
| research methodology | Continuous learning and research practice | Recoded | 1 |
| ability to break a problem down into smaller problems | Problem decomposition, planning and algorithms | Recoded | 1 |
| planning | Problem decomposition, planning and algorithms | Recoded | 1 |
| solid algorithmic idea of what one wants to do | Problem decomposition, planning and algorithms | Recoded | 1 |
| management). ability to understand information sources | Project and workflow management | Recoded | 1 |
| project management | Project and workflow management | Recoded | 1 |
| software project management | Project and workflow management | Recoded | 1 |
| ai ethics | Security awareness and AI ethics | Recoded | 1 |
| notion of basic security caveats | Security awareness and AI ethics | Recoded | 1 |
| understand security issues that can arise. software engineering and architecture are still prerequisites | Security awareness and AI ethics | Recoded | 1 |
| documentation | Software documentation | Recoded | 3 |
| communication | Communication and collaboration | Recoded | 1 |
| without them | NA | Excluded | 1 |
B.0.13 Benefits
| Benefits raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| community | community | Unchanged | 1 |
| knowledge and experience sharing | knowledge and experience sharing | Unchanged | 1 |
| political drive and strenght for building a career path | political drive and strenght for building a career path | Unchanged | 1 |
B.0.14 Nordic RSE - Community
| Nordic RSE - Community raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| avoid sections) | avoid sections) | Unchanged | 1 |
| example agents.md file (including must-have | example agents.md file (including must-have | Unchanged | 1 |
| good-to-have | good-to-have | Unchanged | 1 |
| guest in other academic conferences and workshop which are not strictly about rse | guest in other academic conferences and workshop which are not strictly about rse | Unchanged | 1 |
| indentify a person involved in the politics and administration of each university to affect budget and planning decisions about rse development | indentify a person involved in the politics and administration of each university to affect budget and planning decisions about rse development | Unchanged | 1 |
| political work at the level of institutions; policy work | political work at the level of institutions; policy work | Unchanged | 1 |
| provide model/agent friendly (availability/format) better practices materials | provide model/agent friendly (availability/format) better practices materials | Unchanged | 1 |
B.0.15 Association activities (United States)
| Association activities (United States) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| conferences | conferences | Unchanged | 2 |
|
|
Unchanged | 1 |
|
|
Unchanged | 1 |
|
|
Unchanged | 1 |
| advocacy on behalf of rse with funding agencies and campus administrations. | advocacy on behalf of rse with funding agencies and campus administrations. | Unchanged | 1 |
| advocate/lead in the professionalization of the field | advocate/lead in the professionalization of the field | Unchanged | 1 |
| and community events (these are all provided already by us-rse). opportunities to talk with students about rse careers. | and community events (these are all provided already by us-rse). opportunities to talk with students about rse careers. | Unchanged | 1 |
| and completely unhinged revenge plots | and completely unhinged revenge plots | Unchanged | 1 |
| and i don’t think there’s a critical mass of rses in my area to support a group here. | and i don’t think there’s a critical mass of rses in my area to support a group here. | Unchanged | 1 |
| and i wonder if this job title will go through something like what “data scientist” did in the 2010s where more people having the job led to a clearer definition and new | and i wonder if this job title will go through something like what “data scientist” did in the 2010s where more people having the job led to a clearer definition and new | Unchanged | 1 |
| and ideally providing some form of formal certification or similar to help signify the expertise in this field. | and ideally providing some form of formal certification or similar to help signify the expertise in this field. | Unchanged | 1 |
| and mentorship programs for early-career rses would be highly valuable. career development resources | and mentorship programs for early-career rses would be highly valuable. career development resources | Unchanged | 1 |
| and outreach). * active discussion about how to seek and apply for rse jobs – especially when coming from a non-rse position – including updated lists of available opportunities. | and outreach). * active discussion about how to seek and apply for rse jobs – especially when coming from a non-rse position – including updated lists of available opportunities. | Unchanged | 1 |
| and reproducible workflows. in addition | and reproducible workflows. in addition | Unchanged | 1 |
| and workshops | and workshops | Unchanged | 1 |
| annual virtual gathering | annual virtual gathering | Unchanged | 1 |
| as a society | as a society | Unchanged | 1 |
| book clubs | book clubs | Unchanged | 1 |
| but i work from home from a rural/isolated area | but i work from home from a rural/isolated area | Unchanged | 1 |
| but these folks aren’t professional software engineers and often don’t realize how little they know about software engineering professionalism. | but these folks aren’t professional software engineers and often don’t realize how little they know about software engineering professionalism. | Unchanged | 1 |
| ci/cd recommendations) - monthly seminars or technical talks focused on tools and workflows - hands-on trainings/workshops (e.g. | ci/cd recommendations) - monthly seminars or technical talks focused on tools and workflows - hands-on trainings/workshops (e.g. | Unchanged | 1 |
| cloud workflow | cloud workflow | Unchanged | 1 |
| cloud/hpc integration | cloud/hpc integration | Unchanged | 1 |
| collaboration opportunities across institutions | collaboration opportunities across institutions | Unchanged | 1 |
| community channels (like slack) | community channels (like slack) | Unchanged | 1 |
| community forums or discussion groups for knowledge sharing | community forums or discussion groups for knowledge sharing | Unchanged | 1 |
| community meetings | community meetings | Unchanged | 1 |
| community projects | community projects | Unchanged | 1 |
| conferences and in person activities | conferences and in person activities | Unchanged | 1 |
| conferences and social/networking events for rses. i really only care about in person ones | conferences and social/networking events for rses. i really only care about in person ones | Unchanged | 1 |
| connecting existing local sre related departments | connecting existing local sre related departments | Unchanged | 1 |
| containerization | containerization | Unchanged | 1 |
| create more space for people to share ideas. once a year large event is good but it would also be beneficial to have smaller and more frequent meetups. i think we could benefit of of the work done by others and not re-invent the wheel if we share more ideas/work. | create more space for people to share ideas. once a year large event is good but it would also be beneficial to have smaller and more frequent meetups. i think we could benefit of of the work done by others and not re-invent the wheel if we share more ideas/work. | Unchanged | 1 |
| curate good enough / best practices. understand how various centers and software groups manage to sustain rses. federal and state recognition of the job title and description to be able to hire qualified people and justify their salary. | curate good enough / best practices. understand how various centers and software groups manage to sustain rses. federal and state recognition of the job title and description to be able to hire qualified people and justify their salary. | Unchanged | 1 |
| discussion forums | discussion forums | Unchanged | 1 |
| discussions about how to increase funding and opportunities for and recognition of the importance of high-quality research software. in general | discussions about how to increase funding and opportunities for and recognition of the importance of high-quality research software. in general | Unchanged | 1 |
| engineering discussions | engineering discussions | Unchanged | 1 |
| establish standards for software engineering skills | establish standards for software engineering skills | Unchanged | 1 |
| etc) | etc) | Unchanged | 1 |
| etc. | etc. | Unchanged | 1 |
| find a way to provide academic credit for research which can only be achieved by writing software | find a way to provide academic credit for research which can only be achieved by writing software | Unchanged | 1 |
| governance | governance | Unchanged | 1 |
| helping define subtypes of rse jobs. i’ve started to notice clusters of jobs | helping define subtypes of rse jobs. i’ve started to notice clusters of jobs | Unchanged | 1 |
| high quality technical content. short courses. case studies. certifications. | high quality technical content. short courses. case studies. certifications. | Unchanged | 1 |
| how can rse organizations and teams maintain funding) | how can rse organizations and teams maintain funding) | Unchanged | 1 |
| how to encourage scientists/programmers to be rses | how to encourage scientists/programmers to be rses | Unchanged | 1 |
| i guess support for unionization? also advocacy for funding for research software development in general. | i guess support for unionization? also advocacy for funding for research software development in general. | Unchanged | 1 |
| i think some sort of catalog of tools that have been developed by rse association members that they might be interested in having collaborators for | i think some sort of catalog of tools that have been developed by rse association members that they might be interested in having collaborators for | Unchanged | 1 |
| i want to work with other to solve the problem: how do we | i want to work with other to solve the problem: how do we | Unchanged | 1 |
| i would be interested in attending conferences run by such a group. | i would be interested in attending conferences run by such a group. | Unchanged | 1 |
| i would like to see regular technical workshops and hands-on training sessions focused on modern research software practices such as scalable data pipelines | i would like to see regular technical workshops and hands-on training sessions focused on modern research software practices such as scalable data pipelines | Unchanged | 1 |
| i’d like to see more professional training in the discipline of software engineering. we often have folks offering to tell others how they wound up doing something slightly better | i’d like to see more professional training in the discipline of software engineering. we often have folks offering to tell others how they wound up doing something slightly better | Unchanged | 1 |
| including job boards and guidance on transitioning between academia and industry | including job boards and guidance on transitioning between academia and industry | Unchanged | 1 |
| intermediate and advanced professional development opportunities | intermediate and advanced professional development opportunities | Unchanged | 1 |
| it would be great to meet more folks. i would appreciate like online coffees or similar. rse as a position can be lonely. | it would be great to meet more folks. i would appreciate like online coffees or similar. rse as a position can be lonely. | Unchanged | 1 |
| job board | job board | Unchanged | 1 |
| job boards are the most useful output from national associations | job boards are the most useful output from national associations | Unchanged | 1 |
| labor unions | labor unions | Unchanged | 1 |
| latest tech stacks being used by rses | latest tech stacks being used by rses | Unchanged | 1 |
| local networking | local networking | Unchanged | 1 |
| meetings | meetings | Unchanged | 1 |
| ml engineer | ml engineer | Unchanged | 1 |
| more focused resources specific to academic disciplines. | more focused resources specific to academic disciplines. | Unchanged | 1 |
| more information sharing | more information sharing | Unchanged | 1 |
| more modular yet diverse engagement activities. | more modular yet diverse engagement activities. | Unchanged | 1 |
| more open collaborations | more open collaborations | Unchanged | 1 |
| more support of small systems instead of big-data and institutional orientation | more support of small systems instead of big-data and institutional orientation | Unchanged | 1 |
| more talks and events | more talks and events | Unchanged | 1 |
| new tools in security and infrastructure | new tools in security and infrastructure | Unchanged | 1 |
| no idea | no idea | Unchanged | 1 |
| offering training and general support for those in the community without a formal background in software engineering. | offering training and general support for those in the community without a formal background in software engineering. | Unchanged | 1 |
| on licensing | on licensing | Unchanged | 1 |
| or that they have found useful | or that they have found useful | Unchanged | 1 |
| organizational discussions (how should rse teams be organized and led | organizational discussions (how should rse teams be organized and led | Unchanged | 1 |
| outreach to research institutions and departments | outreach to research institutions and departments | Unchanged | 1 |
| possibly career panels for grad students? | possibly career panels for grad students? | Unchanged | 1 |
| providing opportunities to rses that can help them with their professional development. this would include trainings | providing opportunities to rses that can help them with their professional development. this would include trainings | Unchanged | 1 |
| raise the baseline for research software quality and accuracy? | raise the baseline for research software quality and accuracy? | Unchanged | 1 |
| regular opportunities to discuss challenges and best practices with other rses | regular opportunities to discuss challenges and best practices with other rses | Unchanged | 1 |
| related roles (like data engineer | related roles (like data engineer | Unchanged | 1 |
| resources | resources | Unchanged | 1 |
| seminars | seminars | Unchanged | 1 |
| testing frameworks | testing frameworks | Unchanged | 1 |
| testing guidelines | testing guidelines | Unchanged | 1 |
| that one could review for candidates for needs that my users might have | that one could review for candidates for needs that my users might have | Unchanged | 1 |
| the us-rse organization has a slack workspace with quite a few interesting channels/topics | the us-rse organization has a slack workspace with quite a few interesting channels/topics | Unchanged | 1 |
| tips and tricks for navigating the generally unofficial rse role | tips and tricks for navigating the generally unofficial rse role | Unchanged | 1 |
| training on optimizing productivity using ai tooling. | training on optimizing productivity using ai tooling. | Unchanged | 1 |
| training on rse best practices | training on rse best practices | Unchanged | 1 |
| training opportunities where i can learn from presentations that other people give showing their trials and tribulations or final products | training opportunities where i can learn from presentations that other people give showing their trials and tribulations or final products | Unchanged | 1 |
| tutorials and learning groups for specialized frameworks and programming languages. | tutorials and learning groups for specialized frameworks and programming languages. | Unchanged | 1 |
| updates on rse activity and networking opportunities | updates on rse activity and networking opportunities | Unchanged | 1 |
| visibility for scientific software | visibility for scientific software | Unchanged | 1 |
| ways to meet people writing research software in the same academic discipline | ways to meet people writing research software in the same academic discipline | Unchanged | 1 |
| were i younger | were i younger | Unchanged | 1 |
| what us-rse provides already is what i already expect and use. | what us-rse provides already is what i already expect and use. | Unchanged | 1 |
| which i really appreciate. there are regional meet-ups | which i really appreciate. there are regional meet-ups | Unchanged | 1 |
| which i wish i could participate in more | which i wish i could participate in more | Unchanged | 1 |
| work/life balance | work/life balance | Unchanged | 1 |
| workflow automation) | workflow automation) | Unchanged | 1 |
| workshops | workshops | Unchanged | 1 |
| workshops for novel and up-and-coming technologies | workshops for novel and up-and-coming technologies | Unchanged | 1 |
| would also be beneficial. | would also be beneficial. | Unchanged | 1 |
B.0.16 RSE Institute - Tasks (Germany)
| RSE Institute - Tasks (Germany) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| advocate for more open source research software | advocate for more open source research software | Unchanged | 1 |
| aligning the promotion studies with industry relevant trends which provides transferable skills so that researcher don’t end up with no/unpleasant jobs after academia. | aligning the promotion studies with industry relevant trends which provides transferable skills so that researcher don’t end up with no/unpleasant jobs after academia. | Unchanged | 1 |
| all of the listed tasks are good | all of the listed tasks are good | Unchanged | 1 |
| and software tools that support both | and software tools that support both | Unchanged | 1 |
| beratung und unterstützung dabei forschungssoftware auf unabhängige beine zu stellen (z.b. ausgründung) und diese dann aber wieder in anträge und projekte als ressourcen aufzunehmen | beratung und unterstützung dabei forschungssoftware auf unabhängige beine zu stellen (z.b. ausgründung) und diese dann aber wieder in anträge und projekte als ressourcen aufzunehmen | Unchanged | 1 |
| but achieving all of them seems unrealistic. i would prefer an (initial) focus on the selected tasks. | but achieving all of them seems unrealistic. i would prefer an (initial) focus on the selected tasks. | Unchanged | 1 |
| career development programs for rses (incl. helping international people navigate how to have a career as an rse in the german system) | career development programs for rses (incl. helping international people navigate how to have a career as an rse in the german system) | Unchanged | 1 |
| comptia | comptia | Unchanged | 1 |
| etc.) | etc.) | Unchanged | 1 |
| kuration aktiver forschungssoftware | kuration aktiver forschungssoftware | Unchanged | 1 |
| methoden und digitalen tools. | methoden und digitalen tools. | Unchanged | 1 |
| open data | open data | Unchanged | 1 |
| promotion of open science | promotion of open science | Unchanged | 1 |
| support/material/networking for multiplicators (e. g. | support/material/networking for multiplicators (e. g. | Unchanged | 1 |
| trainings with certification (similar to lpic | trainings with certification (similar to lpic | Unchanged | 1 |
| university teachers) for education/skill development as a “soft skill” along broader education | university teachers) for education/skill development as a “soft skill” along broader education | Unchanged | 1 |
| unless the two orgs merge at some point. | unless the two orgs merge at some point. | Unchanged | 1 |
| vermittlung bereits existierender aber unbekannter forschungssoftware an potentielle anwender | vermittlung bereits existierender aber unbekannter forschungssoftware an potentielle anwender | Unchanged | 1 |
| vermittlung von kompetenzträgern | vermittlung von kompetenzträgern | Unchanged | 1 |
| whatever de-rse doesn’t do | whatever de-rse doesn’t do | Unchanged | 1 |
| z.b. bei nischigen kombinationen von fächern | z.b. bei nischigen kombinationen von fächern | Unchanged | 1 |
B.0.17 Nordic RSE - Tasks
| Nordic RSE - Tasks raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| anyone generating scripts to analyze data does not constitute software) | anyone generating scripts to analyze data does not constitute software) | Unchanged | 1 |
| clarify difference between scripts and software (many don’t seem to know the difference | clarify difference between scripts and software (many don’t seem to know the difference | Unchanged | 1 |
| lobby for funding from funding agencies to invest in research software projects and maintenance of existing software projects | lobby for funding from funding agencies to invest in research software projects and maintenance of existing software projects | Unchanged | 1 |
| personal grants for rse (fellowships | personal grants for rse (fellowships | Unchanged | 1 |
| travel grants) | travel grants) | Unchanged | 1 |
B.0.18 Membership value (United States)
| Membership value (United States) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| etc. | etc. | Unchanged | 2 |
|
|
Unchanged | 1 |
|
|
Unchanged | 1 |
| a forum/slack for communication | a forum/slack for communication | Unchanged | 1 |
| a high quality annual conference | a high quality annual conference | Unchanged | 1 |
| a journal with publishing opportunities | a journal with publishing opportunities | Unchanged | 1 |
| a mechanism for organizing local meetings/coordinating efforts at conferences etc. | a mechanism for organizing local meetings/coordinating efforts at conferences etc. | Unchanged | 1 |
| a national organization would need to provide clear value through high-quality training programs | a national organization would need to provide clear value through high-quality training programs | Unchanged | 1 |
| a regular and well-supported index for finding rse jobs. | a regular and well-supported index for finding rse jobs. | Unchanged | 1 |
| a thriving and vibrant community of folks that work will with each other and help prop each other up. | a thriving and vibrant community of folks that work will with each other and help prop each other up. | Unchanged | 1 |
| access to community. | access to community. | Unchanged | 1 |
| access to conference proceedings | access to conference proceedings | Unchanged | 1 |
| access to exclusive workshops or conferences | access to exclusive workshops or conferences | Unchanged | 1 |
| advocacy for the profession with demonstrable results. | advocacy for the profession with demonstrable results. | Unchanged | 1 |
| an active slack workspace | an active slack workspace | Unchanged | 1 |
| and a willingness to talk to universities/governments/unions on our behalf and for our interests. | and a willingness to talk to universities/governments/unions on our behalf and for our interests. | Unchanged | 1 |
| and industry/academic networking opportunities would be important. access to best practices | and industry/academic networking opportunities would be important. access to best practices | Unchanged | 1 |
| and it would be very nice if it had something like the aps’ physics today or ieee’s spectrum magazines | and it would be very nice if it had something like the aps’ physics today or ieee’s spectrum magazines | Unchanged | 1 |
| and opportunities for meaningful collaboration with other research software engineers. additionally | and opportunities for meaningful collaboration with other research software engineers. additionally | Unchanged | 1 |
| and resources for building scalable | and resources for building scalable | Unchanged | 1 |
| and rse standards for academic sse | and rse standards for academic sse | Unchanged | 1 |
| and service opportunities * the ability to run for and vote on official positions (e.g. | and service opportunities * the ability to run for and vote on official positions (e.g. | Unchanged | 1 |
| annual conferences and more frequent regional meetings | annual conferences and more frequent regional meetings | Unchanged | 1 |
| because those are nice “bite-sized don’t need a hyper deep dive” ways of keep abreast of things happening outside of my tiny corner of the research world. | because those are nice “bite-sized don’t need a hyper deep dive” ways of keep abreast of things happening outside of my tiny corner of the research world. | Unchanged | 1 |
| certification opportunities | certification opportunities | Unchanged | 1 |
| certifications | certifications | Unchanged | 1 |
| collaboration opps | collaboration opps | Unchanged | 1 |
| conference | conference | Unchanged | 1 |
| conferences | conferences | Unchanged | 1 |
| conferences and professional leadership / advocacy | conferences and professional leadership / advocacy | Unchanged | 1 |
| credentialing that could be used for job purposes. | credentialing that could be used for job purposes. | Unchanged | 1 |
| cross organizational relationship strengthening and perhaps more cross institutional collaboration opportunity. | cross organizational relationship strengthening and perhaps more cross institutional collaboration opportunity. | Unchanged | 1 |
| demonstrated advocacy on behalf of rses with funding agencies and campus administrations. | demonstrated advocacy on behalf of rses with funding agencies and campus administrations. | Unchanged | 1 |
| depends on the dues. connecting local research institutions. | depends on the dues. connecting local research institutions. | Unchanged | 1 |
| discounts to conference | discounts to conference | Unchanged | 1 |
| especially how ml will change software development practices. | especially how ml will change software development practices. | Unchanged | 1 |
| etc.) * opportunities to communicate with experienced rses (not sure if this would be an elected or volunteer position) | etc.) * opportunities to communicate with experienced rses (not sure if this would be an elected or volunteer position) | Unchanged | 1 |
| experience | experience | Unchanged | 1 |
| for a membership fee | for a membership fee | Unchanged | 1 |
| for what us-rse offers. i would pay higher dues for access to training and/or professional development resources (or potentially discounts for third-party services). | for what us-rse offers. i would pay higher dues for access to training and/or professional development resources (or potentially discounts for third-party services). | Unchanged | 1 |
| good question! i’m close to retirement | good question! i’m close to retirement | Unchanged | 1 |
| high quality technical content. short courses. case studies. certifications. | high quality technical content. short courses. case studies. certifications. | Unchanged | 1 |
| i don’t they they could provide anything valuable enough for me to pay for it. | i don’t they they could provide anything valuable enough for me to pay for it. | Unchanged | 1 |
| i probably would never pay dues. | i probably would never pay dues. | Unchanged | 1 |
| i really like that it is “free” other than the time i donate to help with various parts of the organization. | i really like that it is “free” other than the time i donate to help with various parts of the organization. | Unchanged | 1 |
| i would consider paying dues now | i would consider paying dues now | Unchanged | 1 |
| i would like to see a newsletter/some online blog post/discussion forum that is active and have articles on topics that are relevant to the rse community. more initiatives on dei and internationalization - to make sure all are included and go the extra mile to make sure that no one is left behind. initiatives to grow the community. the members should see a career growth from this org. | i would like to see a newsletter/some online blog post/discussion forum that is active and have articles on topics that are relevant to the rse community. more initiatives on dei and internationalization - to make sure all are included and go the extra mile to make sure that no one is left behind. initiatives to grow the community. the members should see a career growth from this org. | Unchanged | 1 |
| i would only see this as a resource for networking | i would only see this as a resource for networking | Unchanged | 1 |
| i would probably pay dues regardless to support the community. | i would probably pay dues regardless to support the community. | Unchanged | 1 |
| including announcements of employment | including announcements of employment | Unchanged | 1 |
| job search support | job search support | Unchanged | 1 |
| like overleaf premium or cursor or openai. | like overleaf premium or cursor or openai. | Unchanged | 1 |
| low dues (<$50/yr) | low dues (<$50/yr) | Unchanged | 1 |
| materials | materials | Unchanged | 1 |
| member only resource or events | member only resource or events | Unchanged | 1 |
| member-only directory | member-only directory | Unchanged | 1 |
| mentorship | mentorship | Unchanged | 1 |
| mentorship programs | mentorship programs | Unchanged | 1 |
| more direct connections with job opportunities | more direct connections with job opportunities | Unchanged | 1 |
| networking opportunities | networking opportunities | Unchanged | 1 |
| networking opportunities (especially if local chapters are organized). | networking opportunities (especially if local chapters are organized). | Unchanged | 1 |
| no idea | no idea | Unchanged | 1 |
| not interested in p2p organization | not interested in p2p organization | Unchanged | 1 |
| nothing more than other organizations which require membership dues | nothing more than other organizations which require membership dues | Unchanged | 1 |
| opportunities to network with others | opportunities to network with others | Unchanged | 1 |
| or skill development opportunities | or skill development opportunities | Unchanged | 1 |
| papers | papers | Unchanged | 1 |
| perhaps demo instances of new tools and such. almost like dev playgrounds for the new stuff. | perhaps demo instances of new tools and such. almost like dev playgrounds for the new stuff. | Unchanged | 1 |
| plus an active job board where i can post or look for jobs | plus an active job board where i can post or look for jobs | Unchanged | 1 |
| possibly with some sort of certificate/certification of completion | possibly with some sort of certificate/certification of completion | Unchanged | 1 |
| prescient training | prescient training | Unchanged | 1 |
| president | president | Unchanged | 1 |
| probably a journal or conference journal so that the university can reimburse trips. also bundling the membership fee with the conference fee really helps especially if it reduces the overall conference fee. | probably a journal or conference journal so that the university can reimburse trips. also bundling the membership fee with the conference fee really helps especially if it reduces the overall conference fee. | Unchanged | 1 |
| provide valuable research insights | provide valuable research insights | Unchanged | 1 |
| recognition | recognition | Unchanged | 1 |
| reduced costs for attending conferences and symposia. | reduced costs for attending conferences and symposia. | Unchanged | 1 |
| regular communications | regular communications | Unchanged | 1 |
| regular communications on professional advancement | regular communications on professional advancement | Unchanged | 1 |
| reimbursement of membership dues lol - im a phd student | reimbursement of membership dues lol - im a phd student | Unchanged | 1 |
| reproducible research software would also justify membership dues. | reproducible research software would also justify membership dues. | Unchanged | 1 |
| right now i would not join if there were dues | right now i would not join if there were dues | Unchanged | 1 |
| same as above: support for unionization and also advocacy for funding for research software development in general. | same as above: support for unionization and also advocacy for funding for research software development in general. | Unchanged | 1 |
| so it’s hard to imagine what might prompt me (personally) to pay membership dues. maybe a members-only journal or conference? | so it’s hard to imagine what might prompt me (personally) to pay membership dues. maybe a members-only journal or conference? | Unchanged | 1 |
| some activity funded by the membership fees | some activity funded by the membership fees | Unchanged | 1 |
| some form of certification/accreditation and to perform function of a labor union. | some form of certification/accreditation and to perform function of a labor union. | Unchanged | 1 |
| some kind of broader organization and support like a union | some kind of broader organization and support like a union | Unchanged | 1 |
| standards | standards | Unchanged | 1 |
| steering committee | steering committee | Unchanged | 1 |
| subscriptions to different software packages | subscriptions to different software packages | Unchanged | 1 |
| such as a peer reviewed journal and engagement activities throughout the year . | such as a peer reviewed journal and engagement activities throughout the year . | Unchanged | 1 |
| such as high-quality trainings | such as high-quality trainings | Unchanged | 1 |
| such as the american physical society. | such as the american physical society. | Unchanged | 1 |
| such as trainings | such as trainings | Unchanged | 1 |
| tangible career benefits such as job boards | tangible career benefits such as job boards | Unchanged | 1 |
| tangible professional value | tangible professional value | Unchanged | 1 |
| that depends on the cost of the dues. if they’re under $50 then an annual conference and some kind of online collaborative space (like slack) is fine. if it’s over $50 then i would expect regional meetings and such | that depends on the cost of the dues. if they’re under $50 then an annual conference and some kind of online collaborative space (like slack) is fine. if it’s over $50 then i would expect regional meetings and such | Unchanged | 1 |
| that’s a difficult question… i already pay dues to aps and ieee… i would say that at the least it would need to be considered a professional society that is recognized by national labs for reimbursement purposes | that’s a difficult question… i already pay dues to aps and ieee… i would say that at the least it would need to be considered a professional society that is recognized by national labs for reimbursement purposes | Unchanged | 1 |
| the activities listed above (regular opportunities to discuss challenges and best practices with other rses | the activities listed above (regular opportunities to discuss challenges and best practices with other rses | Unchanged | 1 |
| the american physical society essentially forces conference attendees to be member. that’s the only case i would consider paying for this type of membership. | the american physical society essentially forces conference attendees to be member. that’s the only case i would consider paying for this type of membership. | Unchanged | 1 |
| training in new technologies | training in new technologies | Unchanged | 1 |
| training on rse best practices | training on rse best practices | Unchanged | 1 |
| updates on rse activity and networking opportunities) | updates on rse activity and networking opportunities) | Unchanged | 1 |
| work toward wide spread recongnition of rse as a profession/job title. | work toward wide spread recongnition of rse as a profession/job title. | Unchanged | 1 |
B.0.19 Membership fee willingness (United States)
| Membership fee willingness (United States) raw-to-category allocation [Main] | ||||
| Each row links one normalized raw response to its category in the summary table | ||||
| Raw response | Assigned category | Allocation type | Frequency (n) | |
|---|---|---|---|---|
| $50 | $50 | Unchanged | 2 | |
| personally | personally | Unchanged | 2 | |
| $0 | $0 | Unchanged | 1 | |
| $10 | $10 | Unchanged | 1 | |
| $100 | $100 | Unchanged | 1 | |
| $100 (usd) | $100 (usd) | Unchanged | 1 | |
| $120 | $120 | Unchanged | 1 | |
| $120? | $120? | Unchanged | 1 | |
| $150 us | $150 us | Unchanged | 1 | |
| $20 | $20 | Unchanged | 1 | |
| $200 | $200 | Unchanged | 1 | |
| $200/year. | $200/year. | Unchanged | 1 | |
| $25 usd | $25 usd | Unchanged | 1 | |
| $40 | $40 | Unchanged | 1 | |
| $50 if paid by myself; maybe $100 if paid by my institution. | $50 if paid by myself; maybe $100 if paid by my institution. | Unchanged | 1 | |
| $50-$100 | $50-$100 | Unchanged | 1 | |
| $50-$100 per year would probably be doable. | $50-$100 per year would probably be doable. | Unchanged | 1 | |
| $50/year maximum. | $50/year maximum. | Unchanged | 1 | |
| $500 (usd) | $500 (usd) | Unchanged | 1 | |
| $5–$20 | $5–\(20</td> <td headers="allocation" class="gt_row gt_left">Unchanged</td> <td headers="n" class="gt_row gt_right">1</td></tr> <tr><td headers="raw" class="gt_row gt_left">0</td> <td headers="category" class="gt_row gt_left">0</td> <td headers="allocation" class="gt_row gt_left">Unchanged</td> <td headers="n" class="gt_row gt_right">1</td></tr> <tr><td headers="raw" class="gt_row gt_left">0.00</td> <td headers="category" class="gt_row gt_left">0.00</td> <td headers="allocation" class="gt_row gt_left">Unchanged</td> <td headers="n" class="gt_row gt_right">1</td></tr> <tr><td headers="raw" class="gt_row gt_left">100</td> <td headers="category" class="gt_row gt_left">100</td> <td headers="allocation" class="gt_row gt_left">Unchanged</td> <td headers="n" class="gt_row gt_right">1</td></tr> <tr><td headers="raw" class="gt_row gt_left">100\) | 100$ | Unchanged | 1 |
| 50 eur | 50 eur | Unchanged | 1 | |
| 50 usd | 50 usd | Unchanged | 1 | |
| 50usd | 50usd | Unchanged | 1 | |
| <$30 | <$30 | Unchanged | 1 | |
| and taking into consideration current fees of professional development related activities | and taking into consideration current fees of professional development related activities | Unchanged | 1 | |
| around 100-200 a year. | around 100-200 a year. | Unchanged | 1 | |
| at the current offering | at the current offering | Unchanged | 1 | |
| at this time | at this time | Unchanged | 1 | |
| but $100-300 would be feasible depending on resources and events (as well as ease of engagement) | but $100-300 would be feasible depending on resources and events (as well as ease of engagement) | Unchanged | 1 | |
| but typically not more than $100. | but typically not more than $100. | Unchanged | 1 | |
| depending on benefits | depending on benefits | Unchanged | 1 | |
| depends on the benefits. | depends on the benefits. | Unchanged | 1 | |
| discounts to conferences | discounts to conferences | Unchanged | 1 | |
| etc.). for a newer / smaller org | etc.). for a newer / smaller org | Unchanged | 1 | |
| for an ideal community | for an ideal community | Unchanged | 1 | |
| i can’t afford much at this point | i can’t afford much at this point | Unchanged | 1 | |
| i would be more interested in a pay-per-workshop or pay-per-training model | i would be more interested in a pay-per-workshop or pay-per-training model | Unchanged | 1 | |
| i would expect dues to be a bit lower perhaps. | i would expect dues to be a bit lower perhaps. | Unchanged | 1 | |
| i would expect my institution to pay this kind of fee. if it were out of my own pocket | i would expect my institution to pay this kind of fee. if it were out of my own pocket | Unchanged | 1 | |
| i would not be willing to pay anything | i would not be willing to pay anything | Unchanged | 1 | |
| i would pay $75-100/year. | i would pay $75-100/year. | Unchanged | 1 | |
| i would prefer not to pay an annual membership fee. instead | i would prefer not to pay an annual membership fee. instead | Unchanged | 1 | |
| i would say anything up to $250. otherwise | i would say anything up to $250. otherwise | Unchanged | 1 | |
| i wouldn’t necessarily want to make it that high if it drives away earlier career people. if it were that high | i wouldn’t necessarily want to make it that high if it drives away earlier career people. if it were that high | Unchanged | 1 | |
| i’d be willing to pay $100 a year. potentially more depending on the overall benefits received. that being said | i’d be willing to pay $100 a year. potentially more depending on the overall benefits received. that being said | Unchanged | 1 | |
| i’m not sure i would pay the fee | i’m not sure i would pay the fee | Unchanged | 1 | |
| if it actively supports unionization of research software engineers and funding for research development efforts | if it actively supports unionization of research software engineers and funding for research development efforts | Unchanged | 1 | |
| if paid by workplace | if paid by workplace | Unchanged | 1 | |
| if they did those things i mentioned $10-$100 | if they did those things i mentioned $10-$100 | Unchanged | 1 | |
| it depends upon what the org provides and if work might help support those dues. somewhere around $75 - 150 / year seems common for professional organizations in experience (biased toward my domain science background and w/ those orgs supporting journals | it depends upon what the org provides and if work might help support those dues. somewhere around $75 - 150 / year seems common for professional organizations in experience (biased toward my domain science background and w/ those orgs supporting journals | Unchanged | 1 | |
| it really depends on the level of “services” provided. | it really depends on the level of “services” provided. | Unchanged | 1 | |
| it would be out funds set aside for conferences | it would be out funds set aside for conferences | Unchanged | 1 | |
| it’d be great to have a way to make it much cheaper or free for these individuals. | it’d be great to have a way to make it much cheaper or free for these individuals. | Unchanged | 1 | |
| maybe as much as $150-$200? | maybe as much as $150-$200? | Unchanged | 1 | |
| maybe more if there are clear benefits (discounts from software engineer book publishers | maybe more if there are clear benefits (discounts from software engineer book publishers | Unchanged | 1 | |
| mostly because i’m an academic and rse is a secondary community for me after my disciplinary community | mostly because i’m an academic and rse is a secondary community for me after my disciplinary community | Unchanged | 1 | |
| no. | no. | Unchanged | 1 | |
| nothing. i’d expect it to be covered by work or reimbursed. maybe a max of $30? | nothing. i’d expect it to be covered by work or reimbursed. maybe a max of $30? | Unchanged | 1 | |
| probably $0. if i were expensing it through my employer | probably $0. if i were expensing it through my employer | Unchanged | 1 | |
| than i could pay $120 potentially | than i could pay $120 potentially | Unchanged | 1 | |
| travel/grant funding opportunities) | travel/grant funding opportunities) | Unchanged | 1 | |
| under 100usd | under 100usd | Unchanged | 1 | |
| usd 100 to usd 150/year | usd 100 to usd 150/year | Unchanged | 1 | |
| well i used to be an acm member; they’re charging $75 these days.. somewhere around there. | well i used to be an acm member; they’re charging $75 these days.. somewhere around there. | Unchanged | 1 | |
| where i can choose to participate in specific events that are directly relevant to my work. | where i can choose to participate in specific events that are directly relevant to my work. | Unchanged | 1 | |
| ~$100 | ~$100 | Unchanged | 1 | |
B.0.20 RSE Institute - Community (Germany)
| RSE Institute - Community (Germany) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| a tight connection between juniors and seniors is a very good way to educate | a tight connection between juniors and seniors is a very good way to educate | Unchanged | 1 |
| again | again | Unchanged | 1 |
| basically no revenue can be generated. also it probably takes a few years until a training is well-polished | basically no revenue can be generated. also it probably takes a few years until a training is well-polished | Unchanged | 1 |
| but the time investment is so high | but the time investment is so high | Unchanged | 1 |
| distributed across many people | distributed across many people | Unchanged | 1 |
| encourage developers to share their software under a free and open-source license | encourage developers to share their software under a free and open-source license | Unchanged | 1 |
| from my experience in my previous job | from my experience in my previous job | Unchanged | 1 |
| i learned that creating training material and giving trainings is of great value | i learned that creating training material and giving trainings is of great value | Unchanged | 1 |
| individually. i think an rse community benefits from a broad range of skills | individually. i think an rse community benefits from a broad range of skills | Unchanged | 1 |
| prioritizing underrepresented groups | prioritizing underrepresented groups | Unchanged | 1 |
| requiring repeated testing of the training material. i think allocating a budged per employee per year | requiring repeated testing of the training material. i think allocating a budged per employee per year | Unchanged | 1 |
| research software directory for germany | research software directory for germany | Unchanged | 1 |
| research software engineer directory for germany (skills and expertise in what | research software engineer directory for germany (skills and expertise in what | Unchanged | 1 |
| scholarships and grants specifically for rse retention and career advancement | scholarships and grants specifically for rse retention and career advancement | Unchanged | 1 |
| sichtbarkeit für community-engagement bzw. wichtige beiträge erhöhen | sichtbarkeit für community-engagement bzw. wichtige beiträge erhöhen | Unchanged | 1 |
| that have an easy path to exchange information and feel comfortable doing so. in the end | that have an easy path to exchange information and feel comfortable doing so. in the end | Unchanged | 1 |
| that when they would be sold commercially | that when they would be sold commercially | Unchanged | 1 |
| to attend to external trainings or buy access to training material is a better effort to satisfly the broad range of possible skills and give everyone the opportunity to excell their knowledge specifically in the area where its needed | to attend to external trainings or buy access to training material is a better effort to satisfly the broad range of possible skills and give everyone the opportunity to excell their knowledge specifically in the area where its needed | Unchanged | 1 |
| to get connected/find contributors) | to get connected/find contributors) | Unchanged | 1 |
| whatever de-rse doesn’t do. | whatever de-rse doesn’t do. | Unchanged | 1 |
B.0.21 Further suggestions (Germany)
| Further suggestions (Germany) raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
|
|
Unchanged | 1 |
| a decentralized network with a central organizer is the key. we are also organizing something similar at bam | a decentralized network with a central organizer is the key. we are also organizing something similar at bam | Unchanged | 1 |
| aber es ist zu wenig bekannt | aber es ist zu wenig bekannt | Unchanged | 1 |
| aber verteilte infrastruktur “zusammenhalten”. | aber verteilte infrastruktur “zusammenhalten”. | Unchanged | 1 |
| across all projects. a team needs the freedom to pick the technology that fits the projects needs. from here the need/improvement of in-house technologies can be deduced. in general in-house technologies should be favored | across all projects. a team needs the freedom to pick the technology that fits the projects needs. from here the need/improvement of in-house technologies can be deduced. in general in-house technologies should be favored | Unchanged | 1 |
| actively maintained | actively maintained | Unchanged | 1 |
| als auch der kontakt zu den einzelnen rse-gruppen behalten wird. ansonsten sehe ich die gefahr | als auch der kontakt zu den einzelnen rse-gruppen behalten wird. ansonsten sehe ich die gefahr | Unchanged | 1 |
| also support recognition of rse work and rse career paths (rse advocacy) | also support recognition of rse work and rse career paths (rse advocacy) | Unchanged | 1 |
| and a federal research software institution is not that. | and a federal research software institution is not that. | Unchanged | 1 |
| and agile se. i feel like these skills are incredibly neglected in the rse context and there is an unhealthy focus on code and coding practice. this leads to the constant question of how to create sustainable code | and agile se. i feel like these skills are incredibly neglected in the rse context and there is an unhealthy focus on code and coding practice. this leads to the constant question of how to create sustainable code | Unchanged | 1 |
| and also especially legal support for working across multiple institutions concerning ip and licensing | and also especially legal support for working across multiple institutions concerning ip and licensing | Unchanged | 1 |
| and i have likewise seen fellow research software engineers proposing solutions simply because they sound cool or use the currently hyped technology. we need to find better ways to support small research software that evolves organically within a community of practice | and i have likewise seen fellow research software engineers proposing solutions simply because they sound cool or use the currently hyped technology. we need to find better ways to support small research software that evolves organically within a community of practice | Unchanged | 1 |
| and it should. nonbinary is a legally recognized gender in germany | and it should. nonbinary is a legally recognized gender in germany | Unchanged | 1 |
| and nonbinary people should be included alongside women in diversity and inclusion efforts. transgender people (men | and nonbinary people should be included alongside women in diversity and inclusion efforts. transgender people (men | Unchanged | 1 |
| and nonbinary) also face challenges as a result of others’ perception of their gender and should also be included. finally | and nonbinary) also face challenges as a result of others’ perception of their gender and should also be included. finally | Unchanged | 1 |
| and sustainable carreer paths. | and sustainable carreer paths. | Unchanged | 1 |
| as far as setting standards | as far as setting standards | Unchanged | 1 |
| as the latter is not tied to code infrastructure. including concrete software engineering (especially modelling) skills would provide rses a way to actually publish their work in relevant journals. this alone could create a way to stabilize carreer paths. before institutionalizing beaurocratic infrastructure | as the latter is not tied to code infrastructure. including concrete software engineering (especially modelling) skills would provide rses a way to actually publish their work in relevant journals. this alone could create a way to stabilize carreer paths. before institutionalizing beaurocratic infrastructure | Unchanged | 1 |
| as well as permanent positions for these tasks at individual research facilities. | as well as permanent positions for these tasks at individual research facilities. | Unchanged | 1 |
| as well as the inane question of how to publish software code as scientific output instead of classic software pubiishing through traditional se modelling and documentation practices | as well as the inane question of how to publish software code as scientific output instead of classic software pubiishing through traditional se modelling and documentation practices | Unchanged | 1 |
| aufsuchend arbeiten statt unbekannte und dann selten genutzte beratungsangebote schaffen. also jeden monat ein anderes forschungsinstitut/-einrichtung besuchen. es gibt schon viel zu viele mailverteiler oder online seminare | aufsuchend arbeiten statt unbekannte und dann selten genutzte beratungsangebote schaffen. also jeden monat ein anderes forschungsinstitut/-einrichtung besuchen. es gibt schon viel zu viele mailverteiler oder online seminare | Unchanged | 1 |
| berlin. i will probably be the leader of this | berlin. i will probably be the leader of this | Unchanged | 1 |
| build systems | build systems | Unchanged | 1 |
| but an institution to help rses do the software development please don’t overfocus on ai | but an institution to help rses do the software development please don’t overfocus on ai | Unchanged | 1 |
| but can take up a lot of time to navigate. the more widely shared and better established the conventions are | but can take up a lot of time to navigate. the more widely shared and better established the conventions are | Unchanged | 1 |
| but curating high quality | but curating high quality | Unchanged | 1 |
| but i have never seen this extend to transgender and nonbinary people | but i have never seen this extend to transgender and nonbinary people | Unchanged | 1 |
| but it needs to act somehow like a emperor traveling through his country. an other option could be to place them close to attraction research centers were perspective interaction researcher pass by anyway. | but it needs to act somehow like a emperor traveling through his country. an other option could be to place them close to attraction research centers were perspective interaction researcher pass by anyway. | Unchanged | 1 |
| but not enough on any individual project to justify being part of that project’s research grant. also | but not enough on any individual project to justify being part of that project’s research grant. also | Unchanged | 1 |
| but now that you bring it to my attention | but now that you bring it to my attention | Unchanged | 1 |
| but rather singular they and them | but rather singular they and them | Unchanged | 1 |
| but wherever documents are trying to use inclusive language | but wherever documents are trying to use inclusive language | Unchanged | 1 |
| central aspects of se are modelling practices | central aspects of se are modelling practices | Unchanged | 1 |
| change their tasks or delegate them to this new institution. how is this going to happen? | change their tasks or delegate them to this new institution. how is this going to happen? | Unchanged | 1 |
| code packaging | code packaging | Unchanged | 1 |
| coding environment | coding environment | Unchanged | 1 |
| concrete and hands-on support for specific problems and not only development of high-level concepts and standards. offer help to update institutions and the routine daily workflows for moving from closed | concrete and hands-on support for specific problems and not only development of high-level concepts and standards. offer help to update institutions and the routine daily workflows for moving from closed | Unchanged | 1 |
| consider what you want to achieve. ideally | consider what you want to achieve. ideally | Unchanged | 1 |
| conventions and technologies. think advances in cmake | conventions and technologies. think advances in cmake | Unchanged | 1 |
| coordination and collaboration with the carpentries etc; please consider the wide variety of research software needs | coordination and collaboration with the carpentries etc; please consider the wide variety of research software needs | Unchanged | 1 |
| dass ich mich in meiner vor ort sehr spezialisierten position bei problemen alleingelassen fühle | dass ich mich in meiner vor ort sehr spezialisierten position bei problemen alleingelassen fühle | Unchanged | 1 |
| dass man sich entweder im täglichen klein-klein verliert (nur lokale gruppen) | dass man sich entweder im täglichen klein-klein verliert (nur lokale gruppen) | Unchanged | 1 |
| die verhindern | die verhindern | Unchanged | 1 |
| different levels of expertise. a german research software institution should not be a software developing institution | different levels of expertise. a german research software institution should not be a software developing institution | Unchanged | 1 |
| documentation | documentation | Unchanged | 1 |
| don’t federalize it to death | don’t federalize it to death | Unchanged | 1 |
| e.g. | e.g. | Unchanged | 1 |
| entwicklung von forschungssoftware ist häufig weniger ein problem als die langfristige pflege. geld/stellen nur für nötige sicherheitsupdates nicht mal sinnolle weiterentwicklungen | entwicklung von forschungssoftware ist häufig weniger ein problem als die langfristige pflege. geld/stellen nur für nötige sicherheitsupdates nicht mal sinnolle weiterentwicklungen | Unchanged | 1 |
| es sollte ein gut durchsuchbares archiv existierender forschungssoftware und ihrer dokumentation geben. | es sollte ein gut durchsuchbares archiv existierender forschungssoftware und ihrer dokumentation geben. | Unchanged | 1 |
| etc. if there is a convention for how these tools should be used then it is relatively easy to use this stuff (think gnus configure; make; make install). often alternative approaches are developed within specific groups and then you can spend days | etc. if there is a convention for how these tools should be used then it is relatively easy to use this stuff (think gnus configure; make; make install). often alternative approaches are developed within specific groups and then you can spend days | Unchanged | 1 |
| etc. mentioned in this option.) re: community engagement and knowledge transfer it would be helpful for a central organization to organize/facilitate advanced rse courses/workshops. for rses who interact primarily with researchers to improve their own skills. similarly for trainer-training | etc. mentioned in this option.) re: community engagement and knowledge transfer it would be helpful for a central organization to organize/facilitate advanced rse courses/workshops. for rses who interact primarily with researchers to improve their own skills. similarly for trainer-training | Unchanged | 1 |
| federalism) | federalism) | Unchanged | 1 |
| förderung niedrigschwelliger | förderung niedrigschwelliger | Unchanged | 1 |
| good quality references are increasingly hard to find as everything is overrun with ai slop. probably would not need to generate new material | good quality references are increasingly hard to find as everything is overrun with ai slop. probably would not need to generate new material | Unchanged | 1 |
| gpus | gpus | Unchanged | 1 |
| hauptsächlich vernetzung und koordination. es braucht an vielen stellen das rad nicht neu erfunden werden | hauptsächlich vernetzung und koordination. es braucht an vielen stellen das rad nicht neu erfunden werden | Unchanged | 1 |
| highlight the importance of the entire software development process (including: project management | highlight the importance of the entire software development process (including: project management | Unchanged | 1 |
| human written reference materials on various topics would be helpful. | human written reference materials on various topics would be helpful. | Unchanged | 1 |
| i believe that the concept of a research software institution in germany is fundamentally flawed. research software engineers need to be deeply embedded in the disciplines that they serve to focus on meeting the needs of researchers in those disciplines. an institution focused on research software will tend to see software as the outcome and encourage the development of overengineered and complex solutions to researchers’ needs. i have encountered many scientists struggling to work with software that follows so-called best practices | i believe that the concept of a research software institution in germany is fundamentally flawed. research software engineers need to be deeply embedded in the disciplines that they serve to focus on meeting the needs of researchers in those disciplines. an institution focused on research software will tend to see software as the outcome and encourage the development of overengineered and complex solutions to researchers’ needs. i have encountered many scientists struggling to work with software that follows so-called best practices | Unchanged | 1 |
| i have encountered cases (jobs or fellowships) where female candidates are strongly encouraged to apply or prioritized | i have encountered cases (jobs or fellowships) where female candidates are strongly encouraged to apply or prioritized | Unchanged | 1 |
| i think freedom of workflow is important. nobody should be forced/limited by things like operating system | i think freedom of workflow is important. nobody should be forced/limited by things like operating system | Unchanged | 1 |
| i think funding and recognition for research software development is key | i think funding and recognition for research software development is key | Unchanged | 1 |
| i’m afraid government involvement will jeopardize any relevant effort. | i’m afraid government involvement will jeopardize any relevant effort. | Unchanged | 1 |
| if such an institution were to be set up | if such an institution were to be set up | Unchanged | 1 |
| imho academic career teaches researchers to work towards short to midterm goals | imho academic career teaches researchers to work towards short to midterm goals | Unchanged | 1 |
| in order to test and improve them. an example of collaboration: helmholtz zentrum dresden is developing the alpaka library | in order to test and improve them. an example of collaboration: helmholtz zentrum dresden is developing the alpaka library | Unchanged | 1 |
| informeller vernetzungsmöglichkeiten (etwa online-stammtische und präsenzworkshops wie hackathons) | informeller vernetzungsmöglichkeiten (etwa online-stammtische und präsenzworkshops wie hackathons) | Unchanged | 1 |
| insuring longevity of popular open source projects is always much needed. also | insuring longevity of popular open source projects is always much needed. also | Unchanged | 1 |
| it is something i personally wouldn’t mind being involved in. | it is something i personally wouldn’t mind being involved in. | Unchanged | 1 |
| it makes sense to at least attempt to implement correct software engineering practice on a low level with sensible engineering modelling and thus documentation practice and see if this leads to sustainable research software | it makes sense to at least attempt to implement correct software engineering practice on a low level with sensible engineering modelling and thus documentation practice and see if this leads to sustainable research software | Unchanged | 1 |
| it needs to be well publicised not only to the other rses but all faculties across the various research insitutes in germany | it needs to be well publicised not only to the other rses but all faculties across the various research insitutes in germany | Unchanged | 1 |
| it seems like a small thing | it seems like a small thing | Unchanged | 1 |
| it should give awards to researchers developing software and improve their visibility by other means | it should give awards to researchers developing software and improve their visibility by other means | Unchanged | 1 |
| laptop hardware. these things are individual decisions made by the employee. they will take decisions that depend on the projects that they are planning to work on. i think freedom of project specific decisions are also important. things like coding guidelines should not be established globally | laptop hardware. these things are individual decisions made by the employee. they will take decisions that depend on the projects that they are planning to work on. i think freedom of project specific decisions are also important. things like coding guidelines should not be established globally | Unchanged | 1 |
| like software for physics simulation. | like software for physics simulation. | Unchanged | 1 |
| making the best of what they find. thus many researchers need to learn system engineering or long term strategic oriented project planning. thus i see that research software engineering institution will face the challenge to learn from the researchers what they really need and to get them to embrace solutions already out there (e.g. many research software embeds job management into their package instead of blending into existing job execution or analysis facilities solutions). so founding an institution can be helpful | making the best of what they find. thus many researchers need to learn system engineering or long term strategic oriented project planning. thus i see that research software engineering institution will face the challenge to learn from the researchers what they really need and to get them to embrace solutions already out there (e.g. many research software embeds job management into their package instead of blending into existing job execution or analysis facilities solutions). so founding an institution can be helpful | Unchanged | 1 |
| many computing centers and research institutions actually already offer trainings and support and workshops. so any new institution should coordinate with them. | many computing centers and research institutions actually already offer trainings and support and workshops. so any new institution should coordinate with them. | Unchanged | 1 |
| metadata | metadata | Unchanged | 1 |
| model itself strongly after the ssi (taking into account german peculiarities | model itself strongly after the ssi (taking into account german peculiarities | Unchanged | 1 |
| multiple aspects: 1. offer trainings for the people developing software 2. offer trainings to become the research software expert in my company/institute/location to teach others to teach others | multiple aspects: 1. offer trainings for the people developing software 2. offer trainings to become the research software expert in my company/institute/location to teach others to teach others | Unchanged | 1 |
| never really thought about it | never really thought about it | Unchanged | 1 |
| not a central organization. however | not a central organization. however | Unchanged | 1 |
| oder den kontakt und die bedürfnisse von rses aus den augen verliert. | oder den kontakt und die bedürfnisse von rses aus den augen verliert. | Unchanged | 1 |
| offer long(er)-term jobs for its officers. | offer long(er)-term jobs for its officers. | Unchanged | 1 |
| one of the issues i see is the regular appearance of new methods | one of the issues i see is the regular appearance of new methods | Unchanged | 1 |
| people need to realize that this effort is worth their time | people need to realize that this effort is worth their time | Unchanged | 1 |
| please do not use “moderated matrix space” without defining it. thank you. for many fields | please do not use “moderated matrix space” without defining it. thank you. for many fields | Unchanged | 1 |
| please don’t screw it up :-) | please don’t screw it up :-) | Unchanged | 1 |
| project management | project management | Unchanged | 1 |
| proprietary | proprietary | Unchanged | 1 |
| re: primary tasks imo funding ambitious rse projects would be the most important role of such an org! there are a lot of opportunities that would have significant impacts on many research projects | re: primary tasks imo funding ambitious rse projects would be the most important role of such an org! there are a lot of opportunities that would have significant impacts on many research projects | Unchanged | 1 |
| requirements management | requirements management | Unchanged | 1 |
| research software engineer directory for germany (skills and expertise in what | research software engineer directory for germany (skills and expertise in what | Unchanged | 1 |
| rse publications | rse publications | Unchanged | 1 |
| secure long-term funding | secure long-term funding | Unchanged | 1 |
| see point above (research software directory for germany | see point above (research software directory for germany | Unchanged | 1 |
| setting standards particularly for security would be helpful (in addition to quality | setting standards particularly for security would be helpful (in addition to quality | Unchanged | 1 |
| sie sollte lokale und regionale einrichtungen nicht ersetzen | sie sollte lokale und regionale einrichtungen nicht ersetzen | Unchanged | 1 |
| since at the moment this large part of their work does not get deserved attention. | since at the moment this large part of their work does not get deserved attention. | Unchanged | 1 |
| sind schwer zu verstetigen oder neu einzuwerben. beratung und support in der richtung sehe ich als sinnvoll an. | sind schwer zu verstetigen oder neu einzuwerben. beratung und support in der richtung sehe ich als sinnvoll an. | Unchanged | 1 |
| so i am interested and will probably reach out to futursi. | so i am interested and will probably reach out to futursi. | Unchanged | 1 |
| sodass sowohl der überblick und (politische) advocacy möglich ist | sodass sowohl der überblick und (politische) advocacy möglich ist | Unchanged | 1 |
| sometimes even weeks | sometimes even weeks | Unchanged | 1 |
| sondern vernetzen und so eine gesamtdeutsche | sondern vernetzen und so eine gesamtdeutsche | Unchanged | 1 |
| that it pays off in the long term. make sure that is clear and provide them with tools to get started. | that it pays off in the long term. make sure that is clear and provide them with tools to get started. | Unchanged | 1 |
| the english version should not indicate “he or she” and so on | the english version should not indicate “he or she” and so on | Unchanged | 1 |
| the less time people have to waste on figuring this stuff out. | the less time people have to waste on figuring this stuff out. | Unchanged | 1 |
| the possibility of a job of this kind that does not contribute to the time limit of the wisszeitwg would be extremely valuable to me. postdoctoral researchers may only work in germany for 6 years on fixed term contracts. if a separate class of job called “research software engineer” was created | the possibility of a job of this kind that does not contribute to the time limit of the wisszeitwg would be extremely valuable to me. postdoctoral researchers may only work in germany for 6 years on fixed term contracts. if a separate class of job called “research software engineer” was created | Unchanged | 1 |
| there is always going to be some redundancy between this institution and existing institutions and associations | there is always going to be some redundancy between this institution and existing institutions and associations | Unchanged | 1 |
| this would enable me to be hired for a position that did not exceed the allotted duration of postdoctoral contracts. | this would enable me to be hired for a position that did not exceed the allotted duration of postdoctoral contracts. | Unchanged | 1 |
| to get connected/find contributors) | to get connected/find contributors) | Unchanged | 1 |
| trying to figure out how that approach is supposed to work. this is one of the most frustrating things because these tools/approaches have nothing to do with the core functionality of the codes | trying to figure out how that approach is supposed to work. this is one of the most frustrating things because these tools/approaches have nothing to do with the core functionality of the codes | Unchanged | 1 |
| ui/ux) and find ways to support rses or rse teams in implementing it. | ui/ux) and find ways to support rses or rse teams in implementing it. | Unchanged | 1 |
| un-fair to an open source software and public data infrastrure. develop and offer concrete workflows and solutions (incl. software) to meet the demand of funding agencies that actually can be adopted and re-used. (in contrast to the nebulous and unhelpful “you have to introduce a data repository and a metadata scheme / ontology for your field”.) | un-fair to an open source software and public data infrastrure. develop and offer concrete workflows and solutions (incl. software) to meet the demand of funding agencies that actually can be adopted and re-used. (in contrast to the nebulous and unhelpful “you have to introduce a data repository and a metadata scheme / ontology for your field”.) | Unchanged | 1 |
| unless some of these institutions and associations cease to exist | unless some of these institutions and associations cease to exist | Unchanged | 1 |
| we need to improve the undergraduate education. | we need to improve the undergraduate education. | Unchanged | 1 |
| we write more open source | we write more open source | Unchanged | 1 |
| well structured and stable software codes that get distributed and enhanced. that depends on individual contributors (ics) | well structured and stable software codes that get distributed and enhanced. that depends on individual contributors (ics) | Unchanged | 1 |
| which is a great library when dealing with high performance computing situations | which is a great library when dealing with high performance computing situations | Unchanged | 1 |
| which is applicable to all genders. i’ve noticed it is difficult to change wording once it is established in official documents | which is applicable to all genders. i’ve noticed it is difficult to change wording once it is established in official documents | Unchanged | 1 |
| which is not the same as sustainable software | which is not the same as sustainable software | Unchanged | 1 |
| which is why i am bringing this to your attention so early. | which is why i am bringing this to your attention so early. | Unchanged | 1 |
| which will be a tough job to achieve. | which will be a tough job to achieve. | Unchanged | 1 |
| wo entwicklungen bereits gemacht wurden. daher ist koordination/matchmaking wichtig. bevorzugt ein hub&spoke-model | wo entwicklungen bereits gemacht wurden. daher ist koordination/matchmaking wichtig. bevorzugt ein hub&spoke-model | Unchanged | 1 |
| wo man immer wieder die gleichen drei gestalten trifft. | wo man immer wieder die gleichen drei gestalten trifft. | Unchanged | 1 |
| women | women | Unchanged | 1 |
| would be more helpful to offer something aimed at folks who are actively teaching technical skills to improve their skills rather than carpentries-style instructor training which seems more aimed at first-time instructors. as far as training materials | would be more helpful to offer something aimed at folks who are actively teaching technical skills to improve their skills rather than carpentries-style instructor training which seems more aimed at first-time instructors. as far as training materials | Unchanged | 1 |
B.0.22 In general, when your software contributes to a paper, are you acknowledged in that paper?
| In general, when your software contributes to a paper, are you acknowledged in that paper? raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
B.0.23 Testing
| Testing raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| coding agents have improved our software testing know-how and practices | coding agents have improved our software testing know-how and practices | Unchanged | 1 |
| depende del proyecto | depende del proyecto | Unchanged | 1 |
| documentation tests | documentation tests | Unchanged | 1 |
| early adopters provide feedback | early adopters provide feedback | Unchanged | 1 |
| en los que estoy trabajando ahora aún no hemos puesto tests (pero la idea es que los tengan | en los que estoy trabajando ahora aún no hemos puesto tests (pero la idea es que los tengan | Unchanged | 1 |
| fuzz-based testing | fuzz-based testing | Unchanged | 1 |
| integration tests and linting in ci. still | integration tests and linting in ci. still | Unchanged | 1 |
| peer review through pull requests | peer review through pull requests | Unchanged | 1 |
| run test cases with known results | run test cases with known results | Unchanged | 1 |
| unit test | unit test | Unchanged | 1 |
| users find plenty of bugs unfortunately. | users find plenty of bugs unfortunately. | Unchanged | 1 |
| users provide feedback but yes formal testing | users provide feedback but yes formal testing | Unchanged | 1 |
| y automatizados) | y automatizados) | Unchanged | 1 |
B.0.24 Version Control
| Version Control raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
B.0.25 Collaboration Tools
| Collaboration Tools raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| zulip | zulip | Unchanged | 2 |
| codeberg | codeberg | Unchanged | 1 |
| matrix | matrix | Unchanged | 1 |
| mattermost | mattermost | Unchanged | 1 |
| redmine | redmine | Unchanged | 1 |
| rocket chat | rocket chat | Unchanged | 1 |
| teams | teams | Unchanged | 1 |
| zulip chat | zulip chat | Unchanged | 1 |
| zulipchat | zulipchat | Unchanged | 1 |
B.0.26 Skills
| Skills raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| ai usage | AI-assisted development and agents | Recoded | 1 |
| ai‑enhanced software engineering | AI-assisted development and agents | Recoded | 1 |
| coding with ai agents | AI-assisted development and agents | Recoded | 1 |
| cómo usar la ia eficientemente para mejorar mi código | AI-assisted development and agents | Recoded | 1 |
| how to structure for projects for ai flow | AI-assisted development and agents | Recoded | 1 |
| to improve my skills using coding agents | AI-assisted development and agents | Recoded | 1 |
| use ai safely | AI-assisted development and agents | Recoded | 1 |
| utilizing ai agents | AI-assisted development and agents | Recoded | 1 |
| vibe coding | AI-assisted development and agents | Recoded | 1 |
| cluster management | HPC, parallel and GPU computing | Recoded | 1 |
| gpu computing | HPC, parallel and GPU computing | Recoded | 1 |
| gpu programming | HPC, parallel and GPU computing | Recoded | 1 |
| hpc | HPC, parallel and GPU computing | Recoded | 1 |
| low level gpu programming | HPC, parallel and GPU computing | Recoded | 1 |
| more in-depth gpu understanding | HPC, parallel and GPU computing | Recoded | 1 |
| openacc/openmp off-loading | HPC, parallel and GPU computing | Recoded | 1 |
| practical hpc gpu development | HPC, parallel and GPU computing | Recoded | 1 |
| such as cuda/hip | HPC, parallel and GPU computing | Recoded | 1 |
| academic writing | Communication, teaching and writing | Recoded | 1 |
| being more effective with outreach | Communication, teaching and writing | Recoded | 1 |
| better academic skills in regards to publishing papers | Communication, teaching and writing | Recoded | 1 |
| better communication of basic principles | Communication, teaching and writing | Recoded | 1 |
| clearer communication with customers | Communication, teaching and writing | Recoded | 1 |
| pedagogy | Communication, teaching and writing | Recoded | 1 |
| teaching / mentoring | Communication, teaching and writing | Recoded | 1 |
| teaching skills | Communication, teaching and writing | Recoded | 1 |
| better with devops | DevOps, CI/CD and pipelines | Recoded | 1 |
| devops | DevOps, CI/CD and pipelines | Recoded | 1 |
| devops tools | DevOps, CI/CD and pipelines | Recoded | 1 |
| pipeline implementation | DevOps, CI/CD and pipelines | Recoded | 1 |
| pipeline with hpc | DevOps, CI/CD and pipelines | Recoded | 1 |
| advanced topics in software testing/testable software | Software testing, QA and verification | Recoded | 1 |
| advanced unit testing – mocking frameworks | Software testing, QA and verification | Recoded | 1 |
| quality control | Software testing, QA and verification | Recoded | 1 |
| to be more proficient in testing | Software testing, QA and verification | Recoded | 1 |
| utilizing ai in developing and testing | Software testing, QA and verification | Recoded | 1 |
| language technology | AI/ML theory and model development | Recoded | 1 |
| machine learning | AI/ML theory and model development | Recoded | 1 |
| neural nets | AI/ML theory and model development | Recoded | 1 |
| stronger (technical) ai/ml background | AI/ML theory and model development | Recoded | 1 |
| physics | Domain-specific scientific knowledge | Recoded | 1 |
| research project management | Domain-specific scientific knowledge | Recoded | 1 |
| research project management (managing data | Domain-specific scientific knowledge | Recoded | 1 |
| simulations | Domain-specific scientific knowledge | Recoded | 1 |
| 3d game engine programming | New programming language (generic) | Recoded | 1 |
| improve knowledge of my main programming language | New programming language (generic) | Recoded | 1 |
| learning new programming languages | New programming language (generic) | Recoded | 1 |
| new programming language | New programming language (generic) | Recoded | 1 |
| project management | Project/product/time management | Recoded | 2 |
| accounting | Project/product/time management | Recoded | 1 |
| risk management | Project/product/time management | Recoded | 1 |
| e.g. in a software company | Software development practices and SDLC | Recoded | 1 |
| experience with professional code production | Software development practices and SDLC | Recoded | 1 |
| me gustaría mejorar mi conocimiento sobre “best coding practices”. ahora mismo es muy general y hay muchas herramientas que ayudan en este aspecto. | Software development practices and SDLC | Recoded | 1 |
| software development/management models | Software development practices and SDLC | Recoded | 1 |
| driver level understanding of hpc machines/gpu clusters | Systems, OS, embedded and hardware/FPGA | Recoded | 1 |
| hardware accelerated computing | Systems, OS, embedded and hardware/FPGA | Recoded | 1 |
| how to set up a server | Systems, OS, embedded and hardware/FPGA | Recoded | 1 |
| linux administration | Systems, OS, embedded and hardware/FPGA | Recoded | 1 |
| backend development | Web development, UI and UX | Recoded | 1 |
| gui development | Web development, UI and UX | Recoded | 1 |
| knowledge of web-related technology such as javascript and css | Web development, UI and UX | Recoded | 1 |
| user profiling - what are their needs etc. | Web development, UI and UX | Recoded | 1 |
| containerization | Cloud, containers and Kubernetes | Recoded | 1 |
| devops / cloud architect | Cloud, containers and Kubernetes | Recoded | 1 |
| docker | Cloud, containers and Kubernetes | Recoded | 1 |
| better networking skills | Collaboration and community building | Recoded | 1 |
| networking with other rses | Collaboration and community building | Recoded | 1 |
| recruiting contributors | Collaboration and community building | Recoded | 1 |
| gaining more experience with leading a group | People leadership and stakeholder management | Recoded | 1 |
| management skills | People leadership and stakeholder management | Recoded | 1 |
| teamleading | People leadership and stakeholder management | Recoded | 1 |
| julia | Programming language: Julia | Recoded | 2 |
| deeper understanding of julia and c++ | Programming language: Julia | Recoded | 1 |
| rust | Programming language: Rust | Recoded | 2 |
| learn rust | Programming language: Rust | Recoded | 1 |
| architecture | Software architecture and system design | Recoded | 1 |
| how to think about software architecture more | Software architecture and system design | Recoded | 1 |
| software architecture | Software architecture and system design | Recoded | 1 |
| database coverage - what and when to use | Data storage and databases | Recoded | 1 |
| knowledge of databases such as sql | Data storage and databases | Recoded | 1 |
| business management | Grants, funding, consultancy and marketing | Recoded | 1 |
| international funding acquisition | Grants, funding, consultancy and marketing | Recoded | 1 |
| decisiones a la hora de crear paquetes | Packaging and software distribution | Recoded | 1 |
| software packaging (r packages | Packaging and software distribution | Recoded | 1 |
| optimization (mathematics) | Performance engineering and optimisation | Recoded | 1 |
| profiling code both cpu and gpu | Performance engineering and optimisation | Recoded | 1 |
| creative problem solving | Personal stress/time/task management | Recoded | 1 |
| social skills for interacting with “clients” | Personal stress/time/task management | Recoded | 1 |
| better at python | Programming language: Python | Recoded | 1 |
| python packages) | Programming language: Python | Recoded | 1 |
| secure coding | Security and secure engineering | Recoded | 1 |
| security engineering | Security and secure engineering | Recoded | 1 |
| cultural heritage digital documentation in different formats | Software Documentation | Recoded | 1 |
| more time for writing proper documentation | Software Documentation | Recoded | 1 |
| aprender sobre cómo diseñar código a nivel avanzado (cómo estructurar un módulo | Software design principles and patterns | Recoded | 1 |
| matching code complexity with the intended target (e.g. more verbose commenting to include/guide users that are experts in their field but not fully proficient with coding) | Software design principles and patterns | Recoded | 1 |
| analysis tooling++) | Developer tooling | Recoded | 1 |
| law | Legal Knowledge | Recoded | 1 |
| general computer science knowledge | Mathematics/Statistics/Computer Science | Recoded | 1 |
| c++ | Programming language: C/C++ | Recoded | 1 |
| better routine in version control (git) | Version control (Git) and collaboration | Recoded | 1 |
| integrate ai in workflow | Workflow management and automation | Recoded | 1 |
| …) | NA | Excluded | 1 |
| etc. | NA | Excluded | 1 |
| telepathy | NA | Excluded | 1 |
B.0.27 Software Languages
| Software Languages raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| (not really a programming language) bash | Bash/Shell | Recoded | 1 |
| bash | Bash/Shell | Recoded | 1 |
| shell scripting | Bash/Shell | Recoded | 1 |
| latex | LaTeX | Recoded | 1 |
| mathematica | Wolfram Language (Mathematica) | Recoded | 1 |
| xquery | XQuery/XQL | Recoded | 1 |
B.0.28 Platforms
| Platforms raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| k8 cluster | Clusters/Grid (on‑prem) | Recoded | 1 |
| we have our own cloud infrastructure | Private/on‑prem cloud | Recoded | 1 |
| workstations | Workstations | Recoded | 1 |
| but downloaded and used by users. | but downloaded and used by users. | Unchanged | 1 |
| most are not deployed | most are not deployed | Unchanged | 1 |
B.0.29 Deployment platform (Other)
| Deployment platform (Other) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| aws | aws | Unchanged | 1 |
| cran | cran | Unchanged | 1 |
B.0.30 Training programs
| Training programs raw-to-category allocation [Main] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| local university training | Local/in‑house trainings | Recoded | 6 |
| local | Local/in‑house trainings | Recoded | 1 |
| local organization training | Local/in‑house trainings | Recoded | 1 |
| local training | Local/in‑house trainings | Recoded | 1 |
| local training by my organisation | Local/in‑house trainings | Recoded | 1 |
| local training for students as part of a course | Local/in‑house trainings | Recoded | 1 |
| uio it in-house program | Local/in‑house trainings | Recoded | 1 |
| coderefinery | CodeRefinery | Recoded | 6 |
| de momento he participado (o voy a participar seguro) en coderefinery | CodeRefinery | Recoded | 1 |
| sometimes coderefinery | CodeRefinery | Recoded | 1 |
| hpc kickstarter 2026 (aalto university) | HPC and research computing trainings | Recoded | 1 |
| hpc stuff | HPC and research computing trainings | Recoded | 1 |
| local university hpc training | HPC and research computing trainings | Recoded | 1 |
| lumi trainings | HPC and research computing trainings | Recoded | 1 |
| any dedicated user training workshop for my code | Workshops, tutorials, and hackathons | Recoded | 1 |
| including hackathons | Workshops, tutorials, and hackathons | Recoded | 1 |
| occasional workshops | Workshops, tutorials, and hackathons | Recoded | 1 |
| workshops at conferences | Workshops, tutorials, and hackathons | Recoded | 1 |
| course in computing for scientists | Python and general programming | Recoded | 1 |
| python for scientific computing | Python and general programming | Recoded | 1 |
| teaching a course on beginner’s programming for scientists | Python and general programming | Recoded | 1 |
| software carpentry | The Carpentries | Recoded | 3 |
| distanzkurse der universität | Online and self‑directed learning | Recoded | 1 |
| random youtube videos | Online and self‑directed learning | Recoded | 1 |
| courses at uit | University teaching and academic courses | Recoded | 1 |
| teaching at universities | University teaching and academic courses | Recoded | 1 |
| ai factories training | AI/ML and data science trainings | Recoded | 1 |
| research council funded training | Community and external initiatives | Recoded | 1 |
| training organised by my organisation | Institution/organisation‑specific programs | Recoded | 1 |
| courses and summer school | Summer/Fall schools | Recoded | 1 |
| internal seminars | internal seminars | Unchanged | 1 |
| internal training in various topics | internal training in various topics | Unchanged | 1 |
| occasional training for our software at conferences | occasional training for our software at conferences | Unchanged | 1 |
| practicalmeeg | NA | Excluded | 1 |
B.0.31 Training Capacity
| Training Capacity raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| documentation and setup for student access etc) | Course materials/infrastructure development | Recoded | 1 |
| software and tools to carry on the lecture (containers | Lecturer / instructor | Recoded | 1 |
| practical sessions | Practical/lab instructor | Recoded | 1 |
B.0.32 Software Type (South Africa)
| Software Type (South Africa) raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| comprehensive offline whisper-based transcription editor with dataset capabilities and subs file system to correct underrepresented languages. | comprehensive offline whisper-based transcription editor with dataset capabilities and subs file system to correct underrepresented languages. | Unchanged | 1 |
| databases | databases | Unchanged | 1 |
| instrument control software | instrument control software | Unchanged | 1 |
| interfaces | interfaces | Unchanged | 1 |
| mathematical and statistical models | mathematical and statistical models | Unchanged | 1 |
| novel software | novel software | Unchanged | 1 |
| specialized workflows and pipelines | specialized workflows and pipelines | Unchanged | 1 |
| web based data resources | web based data resources | Unchanged | 1 |
B.0.33 Skill Development
| Skill Development raw-to-category allocation [Others] | |||
| Each row links one normalized raw response to its category in the summary table | |||
| Raw response | Assigned category | Allocation type | Frequency (n) |
|---|---|---|---|
| other school | Formal education (degrees/school) | Recoded | 1 |
| studium | Formal education (degrees/school) | Recoded | 1 |
| courses offered by csc in finland | Institutional/national HPC/RC training | Recoded | 1 |