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Social media-predicted personality traits and values can help match people to their ideal jobs

Margaret L. Kern, Paul X. McCarthy, Deepanjan Chakrabarty, Marian-Andrei Rizoiu
2019 Proceedings of the National Academy of Sciences of the United States of America  
Based on 128,279 Twitter users representing 3,513 occupations, we automatically assess user personalities and visually map the personality profiles of different professions.  ...  Similar occupations cluster together, pointing to specific sets of jobs that one might be well suited for.  ...  We thank Craig Murphy and Salil Ahuja at IBM for help with access to Watson services via the Global Entrepreneur Program.  ... 
doi:10.1073/pnas.1917942116 pmid:31843929 fatcat:633e3egllrhwfcxjem5hsgyoye

On developers' personality in large-scale distributed projects

Fabio Calefato, Giuseppe Iaffaldano, Filippo Lanubile, Bogdan Vasilescu
2018 Proceedings of the 13th Conference on Global Software Engineering - ICGSE '18  
Moreover, personality traits do not vary with their role, membership, and extent of contribution to the projects.  ...  Large-scale distributed projects are typically the results of collective efforts performed by multiple developers, each one having a different personality.  ...  Finally, regarding RQ5 (What personality traits are associated with the likelihood of becoming a contributor?)  ... 
doi:10.1145/3196369.3196372 dblp:conf/icgse/CalefatoILV18 fatcat:ik67efv4mrbjhj5ivijxbept2a

Promises and Perils of Inferring Personality on GitHub [article]

Frenk van Mil, Ayushi Rastogi, Andy Zaidman
2021 arXiv   pre-print
This paper compares the inferential ability of three widely studied text-based personality tests against each other and the ground truth on GitHub.  ...  Today, the applications of personality are widespread, built on the solutions from psychology to infer personality.  ...  This research was partially funded by the Dutch science foundation NWO through the Vici "TestShift" grant (No. VI.C.182.032).  ... 
arXiv:2107.05829v2 fatcat:w364ryjr6jep5odrptjimq22dy

A Preliminary Analysis on the Effects of Propensity to Trust in Distributed Software Development

Fabio Calefato, Filippo Lanubile, Nicole Novielli
2017 2017 IEEE 12th International Conference on Global Software Engineering (ICGSE)  
While previous research has focused on how to build and spread trust in absence of direct, face-to-face communication, it has overlooked the effects of the propensity to trust, i.e., the trait of personality  ...  In this study, we present a preliminary, quantitative analysis on how the propensity to trust affects the success of collaborations in a distributed project, where the success is represented by pull requests  ...  This work is partially funded by the project 'Investigating the Role of Emotions in Online Question & Answer Sites' under the program "Scientific Independence of young Researchers" (SIR), funded by the  ... 
doi:10.1109/icgse.2017.1 dblp:conf/icgse/CalefatoLN17 fatcat:igrqc4pogjbs3oo4i2hkmv3owe

Impression formation in online peer production

Jennifer Marlow, Laura Dabbish, Jim Herbsleb
2013 Proceedings of the 2013 conference on Computer supported cooperative work - CSCW '13  
We find that users in this setting seek out additional information about each other to explore the project space, inform future interactions, and understand the potential future value of a new person.  ...  They form impressions around other users' expertise based on history of activity across projects, and successful collaborations with key high status projects in the community.  ...  ACKNOWLEDGMENTS This work was supported by NSF grants IIS-1111750, SMA-1064209, OCI-0943168, a grant from the Center for the Future of Work at Heinz College, Carnegie Mellon University, and an NSF Graduate  ... 
doi:10.1145/2441776.2441792 dblp:conf/cscw/MarlowDH13 fatcat:rsh3k3fmdbc35bukjg7od5kf6y

Software developers are humans, too!

Bogdan Vasilescu
2014 Proceedings of the companion publication of the 17th ACM conference on Computer supported cooperative work & social computing - CSCW Companion '14  
With the emergence and growing popularity of social media sites targeting software developers (e.g., StackOverflow, GitHub), the paths through which knowledge flows within open-source software knowledge-sharing  ...  Open-source communities can be seen as knowledge-sharing ecosystems: participants learn from the community and from one another, and share their knowledge through contributions to the source code repositories  ...  background, or personality traits.  ... 
doi:10.1145/2556420.2556833 dblp:conf/cscw/Vasilescu14 fatcat:umz4r43xprf2raaabqi5463q34

How do you propose your code changes? Empirical Analysis of Affect Metrics of Pull Requests on GitHub

Marco Ortu, Giuseppe Destefanis, Daniel Graziotin, Michele Marchesi, Roberto Tonelli
2020 IEEE Access  
Pull requests include chunks of source code, history of changes, log messages around a proposed change of the mainstream codebase, and much discussion on whether to integrate such changes or not.  ...  We built a model to understand whether the affect and the politeness have an impact on the chance of issues and pull requests to be merged-i.e., the code which fixes the issue is integrated in the codebase  ...  ACKNOWLEDGEMENT The authors are thankful to Katharina Plett for proofreading the paper.  ... 
doi:10.1109/access.2020.3002663 fatcat:2c4wceq5bfculonkadjdcx4ioi

Creating a shared understanding of testing culture on a social coding site

Raphael Pham, Leif Singer, Olga Liskin, Fernando Figueira Filho, Kurt Schneider
2013 2013 35th International Conference on Software Engineering (ICSE)  
We conducted interviews with 33 active users of GitHub to investigate how the increased transparency found on GitHub influences developers' testing behaviors.  ...  Personal use of this material is permitted.  ...  Personal traits such as modesty and humility of the requester as well as value given to the contribution may be influencing factors.  ... 
doi:10.1109/icse.2013.6606557 dblp:conf/icse/PhamSLFS13 fatcat:7ekkloc6mfei3bnnocem5cqpvu

Establishing personal trust-based connections in distributed teams

Fabio Calefato, Filippo Lanubile
2017 Internet Technology Letters  
To overcome the limitations of self-reported data, typically questionnaires, we focus on software projects following a pull request-based development model and approximate the overall performance of a  ...  software project with the history of successful collaborations occurring between developers.  ...  of human behavior (e.g., personal traits).  ... 
doi:10.1002/itl2.6 dblp:journals/itl/CalefatoL18 fatcat:d5vju2ozpbbzti2wucc75wtdbe

Pull Request Decision Explained: An Empirical Overview [article]

Xunhui Zhang, Yue Yu, Georgios Gousios, Ayushi Rastogi
2021 arXiv   pre-print
We collect a total of 3,347,937 pull requests with 95 features from 11,230 diverse projects on GitHub.  ...  Method: We identify factors influencing pull request decision on GitHub through a systematic literature review and infer it by mining archival data.  ...  We choose one of three representations of emotions, i.e., polarity. As another example, Calefato et al. [25] measured trust using agreeableness -one of the five personality traits used by Iyer et al  ... 
arXiv:2105.13970v1 fatcat:dhices7ocfcdjk7rctjja7y42e

Human Capital in Software Engineering: A Systematic Mapping of Reconceptualized Human Aspect Studies [article]

Saya Onoue and Hideaki Hata and Raula Gaikovina Kula and Kenichi Matsumoto
2018 arXiv   pre-print
However, there is still no consensus on how these broad terms of human aspects relate to the health of a project.  ...  The study presents a systematic mapping to survey and classify existing human aspect studies into four dimensions of the framework: capacity, deployment, development, and know-how (based on the Global  ...  The effect of software engineers' personality traits on team climate and performance: A Systematic Literature Review. Information and Software Technology, 73:52-65, 2016.  ... 
arXiv:1805.03844v1 fatcat:3sfzlishnjeuxioggeaevbjvjm

Tundra Trait Team: A database of plant traits spanning the tundra biome

Anne D. Bjorkman, Isla H. Myers-Smith, Sarah C. Elmendorf, Signe Normand, Haydn J. D. Thomas, Juha M. Alatalo, Heather Alexander, Alba Anadon-Rosell, Sandra Angers-Blondin, Yang Bai, Gaurav Baruah, Mariska te Beest (+93 others)
2018 Global Ecology and Biogeography  
Main types of variable contained: The database contains 91,970 measurements of 18 plant traits.  ...  Motivation: The Tundra Trait Team (TTT) database includes field-based measurements of key traits related to plant form and function at multiple sites across the tundra biome.  ...  , Maximum in plot = maximum of all individuals of a species in a plot Trait Name of the trait measured using the TRY trait name convention, or the name reported by the data contributor when a trait is  ... 
doi:10.1111/geb.12821 fatcat:kzskk3lgybc2vk4ixbegzet3su

Visualizing time and geography of open source software with storygraph

Ayush Shrestha, Ying Zhu, Ben Miller
2013 2013 First IEEE Working Conference on Software Visualization (VISSOFT)  
We also apply our techniques to the VCS of Rails, Homebrew and D3.js obtained from GitHub.  ...  In this paper we present our spatio-temporal visualization technique called Storygraph that shows the developers, developer locations and the frequency of commits based on the commit log in one integrated  ...  We used git to get the list of the commit logs from the server. Obtaining the names of the contributors from the log, we wrote a script to query GitHub for profiles of each user.  ... 
doi:10.1109/vissoft.2013.6650532 dblp:conf/vissoft/ShresthaZM13 fatcat:2xq55je455fx3dezuli2vwwx4e

Assessing Technical Candidates on the Social Web

A. Capiluppi, A. Serebrenik, L. Singer
2013 IEEE Software  
The Social Web provides comprehensive and publicly available information about software developers: they can be identified as contributors to open source projects, as experts at maintaining weak ties on  ...  Assessing candidates on the Web for technical positions presents challenges to recruiters and traditional selection procedures; the most serious being the interpretation of the provided signals.  ...  Social Media Reputation as a Signal for References The use of references in job recruitment is widespread, as it can provide insights into the personality traits of candidates [8] .  ... 
doi:10.1109/ms.2012.169 fatcat:gubcii4v5bce7cyomjp6gvs23e

The GenABEL Project for statistical genomics

Lennart C. Karssen, Cornelia M. van Duijn, Yurii S. Aulchenko
2016 F1000Research  
Belonogova NM, Svishcheva GR, van Duijn CM, et al.: Region-based association analysis of human quantitative traits in related individuals. PLoS One. 2013; 8(6): e65395.  ...  The open framework of the project actively encourages involvement of the community in all stages, from formulation of methodological ideas to application of software to specific data sets.  ...  Acknowledgements We would like to thank the GenABEL community, i.e. the people who have used the software, filed bug reports, posted on the forum, or contributed tools, patches or ideas, for their involvement  ... 
doi:10.12688/f1000research.8733.1 pmid:27347381 pmcid:PMC4916982 fatcat:2snilsjeh5e75kt4ioi4g3hapa
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