111th Senate — GGUM scores
GGUM ideal point estimates for the 111th Senate (members scored: 102 of 111; max PSRF: 1.004).

Download
Download S111-ggum-scores.csv — 111 members, 25 columns (Voteview metadata + GGUM θ, θ SD, PSRF).
Off-diagonal members
The following 1 members fall more than 2.5σ off the OLS fit of GGUM θ on W-NOMINATE dim-1. We flag these as diagnostic cases where the two scalings most disagree.
| Member | Party | State | nominate | GGUM θ | residual |
|---|---|---|---|---|---|
| FEINGOLD | D | WI | -0.31 | -0.36 | +0.70 |
Placements worth a second look
GGUM’s placement of the following members differs from what their established political reputations might lead a reader to expect. We draw attention to these cases so that researchers can consider them before using the estimates for a particular analysis; we are not alleging error.
FEINGOLD. Feingold is commonly viewed as one of the most liberal members of the Senate. GGUM places him near the Senate center in this chamber, breaking his pattern in surrounding Congresses.
McCAIN. McCain is commonly viewed as a self-styled maverick and repeat cross-party dealmaker. GGUM places him among the twenty most conservative senators in this Congress.
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The prose on this page was drafted with Anthropic’s Claude Opus 4.7, with plausibility audits by Claude Sonnet 4.5 subagents. The author edited and reviewed throughout.