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ICSE 2020
Wed 24 June - Thu 16 July 2020
Wed 8 Jul 2020 00:50 - 00:58 at Baekje - P7-Human Aspects Chair(s): Mei Nagappan

Adding an ability for a system to learn inherently adds uncertainty into the system. Given the rising popularity of incorporating machine learning into systems, we wondered how the addition alters software development practices. We performed a mixture of qualitative and quantitative studies with 14 interviewees and 342 survey respondents from 26 countries across four continents to elicit significant differences between the development of machine learning systems and the development of non-machine-learning systems. Our study uncovers significant differences in various aspects of software engineering (e.g., requirements, design, testing, and process) and work characteristics (e.g., skill variety, problem solving and task identity). Based on our findings, we highlight future research directions and provide recommendations for practitioners.

Conference Day
Wed 8 Jul

Displayed time zone: (UTC) Coordinated Universal Time change

00:00 - 01:00
P7-Human AspectsNew Ideas and Emerging Results / Technical Papers / Journal First at Baekje
Chair(s): Mei NagappanUniversity of Waterloo
00:00
8m
Talk
What Predicts Software Developers' Productivity?J1
Journal First
Emerson Murphy-HillGoogle, Ciera Jaspan, Caitlin SadowskiGoogle, David C. ShepherdVirginia Commonwealth University, Michael PhillipsNational Instruments, Collin WinterWaymo, Andrea Knight, Edward SmithBloomberg LP, Matthew JordeGoogle, Inc.
00:08
6m
Talk
Towards Understanding Emotional Response to Requirements Changes in Agile TeamsNIER
New Ideas and Emerging Results
Kashumi MadampeMonash University, Australia, Rashina HodaMonash University, Paramvir SinghThe University of Auckland
Pre-print
00:14
12m
Talk
A Study on the Prevalence of Human Values in Software Engineering Publications, 2015 – 2018TechnicalArtifact Available
Technical Papers
Jon WhittleMonash University, Gillian OliverFaculty of Information Technology, Monash University, Waqar HussainMonash University, Davoud MougoueiFaculty of Information Technology, Monash University, Harsha PereraMonash University, Arif NurwidyantoroFaculty of Information Technology, Monash University, Rifat Ara ShamsMonash University
00:26
12m
Talk
Pushback in Code Review: Characterizing and Detecting Negative Interpersonal InteractionsTechnical
Technical Papers
Pre-print
00:38
12m
Talk
Engineering Gender-Inclusivity into Software: Ten Teams' Tales from the TrenchesTechnical
Technical Papers
Claudia HilderbrandOregon State University, Christopher PerdriauOregon State University, Lara LetawOregon State University, Jillian EmardOregon State University, Zoe Steine-HansonOregon State University, Margaret BurnettOregon State University, Anita SarmaOregon State University
00:50
8m
Talk
How does Machine Learning Change Software Development Practices?J1
Journal First
Zhiyuan WanZhejiang University, Xin XiaMonash University, David LoSingapore Management University, Gail MurphyUniversity of British Columbia