Write a Blog >>
ICSE 2020
Wed 24 June - Thu 16 July 2020
Tue 7 Jul 2020 08:45 - 08:57 at Silla - I6-Empirical Studies and Requirements Chair(s): Ita Richardson

Code reviewing is a commonly used practice in software development. It refers to the process of reviewing new code changes before they are merged with the code base. However, to perform the review, developers are mostly assigned manually to code changes. This may lead to problems such as: a time-consuming selection process, limited pool of known candidates and risk of over-allocation of a few reviewers. To address the above problems, we developed Carrot, a machine learning-based tool to recommend code reviewers. We conducted an improvement case study at Ericsson. We evaluated Carrot using a mixed approach. we evaluated the prediction accuracy using historical data and the metrical Mean Reciprocal Rank (MRR). Furthermore, we deployed the tool in one Ericsson project and evaluated how adequate the recommendations were from the point of view of the tool users and the recommended reviewers. We also asked the opinion of senior developers about the usefulness of the tool. The results show that Carrot can help identify relevant non-obvious reviewers and be of great assistance to new developers. However, there were mixed opinions on Carrot’s ability to assist with workload balancing and the decrease code review lead time.

Tue 7 Jul
Times are displayed in time zone: (UTC) Coordinated Universal Time change

08:05 - 09:05: Paper Presentations - I6-Empirical Studies and Requirements at Silla
Chair(s): Ita RichardsonLero - The Irish Software Research Centre and University of Limerick
icse-2020-Journal-First08:05 - 08:13
Junxiao HanZhejiang University, Emad ShihabConcordia University, Zhiyuan WanZhejiang University, Shuiguang DengZhejiang University, Xin XiaMonash University
icse-2020-papers08:13 - 08:25
Lin ShiISCAS, Mingzhe XingISCAS, Mingyang LiISCAS, Yawen WangISCAS, Shoubin LiISCAS, Qing WangInstitute of Software, Chinese Academy of Sciences
icse-2020-Journal-First08:25 - 08:33
Miroslaw OchodekPoznan University of Technology, Regina HebigChalmers University of Technology & University of Gothenburg, Wilhelm MedingEricsson, Gert FrostGrundfos, Miroslaw StaronUniversity of Gothenburg
icse-2020-papers08:33 - 08:45
Junjie WangInstitute of Software, Chinese Academy of Sciences, Ye YangStevens institute of technology, Song WangYork University, Yuanzhe HuInstitute of Software, Chinese Academy of Sciences, Dandan WangInstitute of Software, Chinese Academy of Sciences, Qing WangInstitute of Software, Chinese Academy of Sciences
icse-2020-Software-Engineering-in-Practice08:45 - 08:57
Anton StrandEricsson AB, Markus GunnarssonEricsson AB, Ricardo BrittoEricsson / Blekinge Institute of Technology, Muhammad UsmanBlekinge Institute of Technology
Hide past events