VoterForce California Political Intelligence · 2026 Cycle
Five Counties // 2,214 precincts modeled 3.66M registered voters // November 2026

Connect Bay Area

Model Bay Area sales-tax voters to predict and activate November 2026 Connect Bay Area supporters.

2026 Connect Bay Area - Polling Strength



Circle size is the net votes a precinct returns if its turnout rises 10 points — purple gains, orange losses.

Targeting Tier Activation - Walking App

Concord Pilot — 23,281 doors across the 31 precincts. The walk app builds the route, provides the customized script, and records the result.

How to read this

A majority-threshold measure is decided by net votes, not ballots. Every 100 additional ballots cast in a precinct that supports the measure 65–35 is worth +30 net votes. The same 100 ballots in a 40–60 precinct is worth −20. So turnout is not a good in itself — it is only good where support already is. The Mobilization value overlay sizes each precinct by exactly that quantity.

TierPrecinctsRegisteredProjected ballotsSupportNet votes / 100 ballots
What the model is built on

In June 2026 a Bay Area county inside this five-county footprint put a countywide sales tax on the ballot. It lost, 43.1% to 56.9%, across 656 precincts. That result is the training set: it is a real, recent, precinct-level Bay Area verdict on a sales tax, in the same electorate and the same economy.

Of every variable tested, the strongest predictor by a distance was each precinct's 2024 vote on Proposition 5 — the statewide measure that would have lowered the approval threshold for local infrastructure bonds to 55%. It correlates with the actual sales-tax vote at r = +0.96. Adding Prop 4 (the climate bond) and Prop 36 (the crime measure, which enters negatively) produces a model with R² = 0.928 and a cross-validated error of 3.1 points per precinct.

Partisanship, by contrast, is a materially worse predictor: presidential vote share alone yields R² = 0.63 and roughly double the error. Precincts do not vote on a sales tax the way they vote for president. They vote on it the way they voted on Prop 5.

Predictor of the real 2026 sales-tax voteCorrelationModel R²CV error
Prop 5 2024 — local infrastructure bond threshold+0.960.9143.33 pts
  + Prop 4 (climate bond) + Prop 36 (crime)—0.9283.09 pts
Prop 2 2024 — school bond+0.92——
Presidential vote share 2024+0.790.6296.96 pts
Median household income−0.57——
Renter share of households+0.53——
Share commuting by transit+0.50——
Share of registrants 65++0.36——

Sources

UC Berkeley Statewide Database precinct file (Nov 2024 boundaries, registration, 2024 results); Contra Costa County Registrar of Voters Statement of Vote, June 2 2026; American Community Survey 2019–2023.

Built from the certified voter file, county statements of vote and 2024 results. Ethnicity figures are surname-based estimates. Precinct boundaries are November 2024 SWDB lines.