Developer experience · Empirical human-computer interaction study

Follow-Up Attention: An Empirical Study of Developer and Neural Model Code Exploration

IEEE Transactions on Software Engineering · 2024

Matteo Paltenghi, Rahul Pandita, Austin Z. Henley, Albert Ziegler

Original paper ↗

Summary

Studies follow-up attention and code exploration behavior when developers interact with neural models.

For your marketing

Possible founder application

Evaluate AI coding tools on downstream comprehension and navigation, not just initial suggestion acceptance.

Reported result

What the study found

Studies follow-up attention and code exploration behavior when developers interact with neural models.

Research question

What the authors investigated

How does the study’s stated design explain its reported outcome in this setting?

Design

Empirical human-computer interaction study

Sample and setting

Developers exploring code with neural-model assistance; abstract-only

Scope and transfer

Limitations to keep in view

Abstract-only evidence leaves task mix, participant details, and production generalizability unclear.

Research sources

abstract_only

Study strength

3.5/5 Abstract-level evidence is useful for framing questions; verify full methods before transfer.

How this was assessed

The 1–5 evidence-check score is a practical reading aid, not a formal peer review or a probability that a conclusion is true. It combines design strength (2 points), sample reporting (1), comparison/control clarity (1), and how much of the paper could be checked (1). Access affects how confidently this directory can assess a study, not the study's underlying quality. Blinding is reported separately because it is not relevant to every design.

Design transparency · 2/2

Based on the reported study design in the retrieved source.

Sample and setting · 1/1

The sample context is stated; a numerical count is preserved only when reported.

Outcome clarity · 1/1

The finding is summarized from publisher or article metadata.

Access for checking · 0.5/1

Only abstract or bibliographic access was confirmed.

Double-blind? The retrieved publisher record does not establish whether participants or outcome assessors were blinded.