TY - GEN
T1 - On Understanding Data Scientists
AU - Pereira, Paula
AU - Cunha, Jacome
AU - Fernandes, Joao Paulo
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/8
Y1 - 2020/8
N2 - Data is everywhere and in everything we do. Most of the time, usable information is hidden in raw data and because of that, there is an increasing demand for people capable of working creatively with it. To fully understand how we can assist data science workers to become more productive in their jobs, we first need to understand who they are, how they work, what are the skills they hold and lack, and which tools they need. In this paper, we present the results of the analysis of several interviews conducted with data scientists. Our research allowed us to conclude that the heterogeneity between these professionals is still understudied, which makes the development of methodologies and tools more challenging and error prone. The results of this research are particularly useful for both the scientific community and industry to propose adequate solutions for these professionals.
AB - Data is everywhere and in everything we do. Most of the time, usable information is hidden in raw data and because of that, there is an increasing demand for people capable of working creatively with it. To fully understand how we can assist data science workers to become more productive in their jobs, we first need to understand who they are, how they work, what are the skills they hold and lack, and which tools they need. In this paper, we present the results of the analysis of several interviews conducted with data scientists. Our research allowed us to conclude that the heterogeneity between these professionals is still understudied, which makes the development of methodologies and tools more challenging and error prone. The results of this research are particularly useful for both the scientific community and industry to propose adequate solutions for these professionals.
KW - Data Science
KW - Data Scientists
KW - Interviews
UR - http://www.scopus.com/inward/record.url?scp=85093921791&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85093921791&partnerID=8YFLogxK
U2 - 10.1109/VL/HCC50065.2020.9127269
DO - 10.1109/VL/HCC50065.2020.9127269
M3 - Conference contribution
AN - SCOPUS:85093921791
T3 - Proceedings of IEEE Symposium on Visual Languages and Human-Centric Computing, VL/HCC
BT - Proceedings - 2020 IEEE Symposium on Visual Languages and Human-Centric Computing, VL/HCC 2020
A2 - Homer, Michael
A2 - Hermans, Felienne
A2 - Tanimoto, Steven
A2 - Anslow, Craig
PB - IEEE Computer Society
T2 - 2020 IEEE Symposium on Visual Languages and Human-Centric Computing, VL/HCC 2020
Y2 - 10 August 2020 through 14 August 2020
ER -