The Bid & Ask

Quotations, Dispatches, and the Daily Tape

Thursday, August 13, 2026

Rejected thesis

Analyst-upgrade cluster

The result

Thesis (rejected): When 3+ distinct analyst firms upgrade the same name within a 30-day window, the consensus has materially shifted and other institutional positioning follows for 1-3 months. Stickel 1995, Womack 1996 on analyst recommendation revisions predicting returns; clustering filters out single-analyst noise.

Code: research/analyst_upgrade_cluster_validate.py Report: research/analyst_upgrade_cluster_report.json (n=681)

Why it failed: Edge is negative in the short term and ~zero longer term. The signal is lagging - by the time 3 firms have upgraded, the move is already in.

Horizon Event mean Ctrl mean Edge Hit
5 d +0.53 % +0.81 % -0.28 pp 54 %
10 d +0.95 % +1.37 % -0.42 pp 55 %
20 d +1.95 % +2.28 % -0.33 pp 58 %
40 d +3.69 % +2.91 % +0.78 pp 60 %
60 d +4.87 % +4.52 % +0.35 pp 60 %

Hit rates 54-60 % look reasonable but the edge vs random non-event days on the same names is basically zero. Analyst clustering is mostly driven by quarterly review cycles around earnings, which we already capture in PEAD; the residual signal after that overlap is too small.

Verdict: Not added. Suggests an even more leading signal might work (e.g. single analyst upgrade with the biggest price-target change from the highest-conviction firm), but that's a different shape of signal.


At a glance
Sample681
Validatorresearch/analyst_upgrade_cluster_validate.py
VerdictRejected

Every result here is reproducible from the script named above. Reports are in the repository.

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