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Original Research

Conservation of Group Project Effort: Empirical Confirmation That Total Work Done Is Independent of Group Size

Marta Q. Beaulieu1, Sundar R. Whitlock1

  1. 1Department of Irreproducible Sociophysics, Group Work Annex (one person present)

Journal of Irreproducible Sociophysics. 2026;19(3):303-318.

PMID: 81930319 · DOI: 10.1069/satire.2026.0019

Received 2025 Dec 1 · Accepted 2026 Jan 22 · Published 2026 Feb 5

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Abstract

Background: It is widely assumed that more group members produce more output. We test the competing hypothesis that group project effort is conserved, with total work fixed regardless of headcount.

Methods: We observed 240 student groups (size N = 1 to 9). Total output was measured in 'one person's sleepless night' (1 SN). Per-capita contribution was inferred from commit logs, guilt, and who 'looked for materials.'

Results: Total work done equaled 1.0 SN across all group sizes (R² = 0.98). Per-capita contribution fell as 1/N. We detected a dark-effort component — a member who 'researched options' but produced nothing observable — present in 100% of groups.

Conclusion: Group project effort is conserved. Adding members redistributes credit, not labor. We propose the SN as a base SI-adjacent unit, pending the lone author finishing the paperwork tonight.

Keywords: Sociophysics; Conservation Laws; Group Dynamics; Dark Effort.

Conflict of Interest Statement
The second author was added during peer review and has not been seen since.
Funding
Unfunded, like the group.
Ethics Statement
Approved by the one member who showed up. Consent of the others was assumed.

Cite

Beaulieu MQ, Whitlock SR. (2026). Conservation of Group Project Effort: Empirical Confirmation That Total Work Done Is Independent of Group Size. Journal of Irreproducible Sociophysics. 2026;19(3):303-318. https://doi.org/10.1069/satire.2026.0019

References

  1. Beaulieu MQ. The 1/N law of per-capita contribution. J Irreprod Sociophys. 2025;18(2):99-114.
  2. Whitlock SR. Dark effort: evidence from commit histories. Phys Rev Slack. 2025;3(1):e0031.
  3. Anon. 'I'll do the slides': a longitudinal study of unkept promises. Group Work Q. 2024;6(4):200-219.
  4. Beaulieu MQ, Whitlock SR. The member who only 'researched options.' Annu Rev Excuses. 2025;5:1-20.
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  13. PubMedLie Editorial Office. Disclaimer: this is satire.
  14. Anon. Two people, one brain cell, infinite deadline. Folk Phys. 2023;1(1):1-1.