Primary Autopsy: Forecast vs. Reality

Aug 3 Forecast Model: Expected Turnout 78,000
Thanedar (Expected) 56%
McKinney 44%
Aug 4 Certified Reality: Actual Turnout ~112,000
Thanedar (Actual) 48.1%
McKinney (Actual) 51.9%

[ What Broke The Model ]

Our August 3 forecast anticipated 78,000 voters. We severely underestimated the grassroots surge. Total turnout exploded to roughly 112,000 ballots. McKinney ousted the incumbent 51.9% to 48.1% [1], proving that high-density community organizing broke the mathematical ceiling of self-funded broadcast media.

Primary Election ROI: Actual Cost Per Vote

Candidate Actual Votes Capital Deployed Actual Cost / Vote ROI Efficiency
S. Thanedar (Incumbent) ~53,872 $3.4M - $5.0M $63.11 - $92.81 Highly Inefficient (Broadcast Saturation)
D. McKinney (Challenger) ~58,128 $1.2M $20.64 Highly Efficient (Grassroots/Labor)

General Election Pivot (Nov 3): Turnout Leverage Matrix

Scenario Est. Ballots Cast Est. Democratic Margin Statewide Effect (Senate Race)
LOW (38%) 180,000 +125,000 Depressed urban turnout; Statewide peril
EXPECTED (42%) 200,000 +140,000 Baseline historical performance
HIGH (48%) 230,000 +165,000 Detroit surge; Highly favorable for El-Sayed

General Election: Forward Capital Allocation

Candidate General Win Prob. Total Capital Target Dem Yield Fwd Cost / Target Vote
D. McKinney (D) >99.9% $2.25M 140,000 $16.07
Rep. Nominee (R) <0.1% $12K N/A N/A

Electoral Cartography: CD-13 General Election Operations

WOODWARD AVE DET DNT DWR

General Election Terrain Strategies

  • Westside & Downtown Detroit (DET/DNT): Deep blue vote sinks. In a general election, McKinney's operation shifts from persuasion to pure turnout mechanics. Maximizing raw vote totals here is the firewall for statewide Democratic candidates.
  • Downriver & Western Wayne (DWR): More competitive, working-class terrain where the GOP attempts to narrow the margins. While not enough to flip the 13th District, bleeding votes here impacts the statewide calculus.

The Architecture of the Ground Game: Post-Primary Autopsy

I

n Michigan’s 13th Congressional District, the August 4 Democratic primary shattered mathematical expectations. Our "Real Muddy Politics" forecast modeled an expected turnout of 78,000 voters, heavily weighting incumbent Shri Thanedar's massive media advantage. Instead, turnout exploded to roughly 112,000 ballots [2].

Driven by this historic mobilization, State Representative Donavan McKinney ousted the two-term incumbent 51.9% to 48.1%. The Associated Press called the race Wednesday morning, confirming that high-density community organizing and labor deployment broke the mathematical ceiling of self-funded broadcast media.

The financial return on investment (ROI) tells the true story. Thanedar deployed upwards of $3.4 million (and potentially up to $5 million) yielding an abysmal actual cost of $63.11 to $92.81 per vote. By contrast, McKinney's grassroots coalition operated at a highly efficient $20.64 per vote [3].

As of today, August 6th, the district's deep blue D+34 lean fundamentally changes the financial mechanics of the race. The general election on November 3 is no longer a persuasion battle; it is a raw turnout operation. McKinney sits at a >99.9% win probability against a Republican opponent with virtually no cash on hand.

McKinney’s general election operation—leveraging a $2.25 million war chest—is now effectively a turnout engine for statewide Democrats. In a standard midterm, the baseline target is generating roughly 140,000 Democratic ballots.

By absorbing the operational costs of activating Wayne County’s high-propensity voters for candidates like Dr. Abdul El-Sayed in the Senate, McKinney’s forward spending amortizes to just $16.07 per target vote. Every dollar spent now is dedicated purely to expanding the statewide margin.

[1] AP Race Call: McKinney won 51.9% to 48.1% with all precincts reporting, ousting 2-term U.S. Congressman Shri Thanedar. The AP called the race on Wednesday morning.

[2] Turnout Data: Actual ballots cast (~112,000) vastly outperformed historical percentage thresholds, indicating a severe underestimation of labor-backed field models.

[3] Capital Efficiency: Calculated using actual primary vote yields vs. modeled campaign disbursements. Incumbent broadcast saturation proved to have a distinct point of diminishing returns.

EDITOR'S NOTE DISCLAIMER: THIS FORECAST MODEL RUNS ON A VERY BASIC R SCRIPT BUILT BY A GUY WHO NOW SETS PRICES AT TARGET, CAUSE HE ENDED UP GETTING A PhD IN MATH AND SUCH. HE NEVER OFFICIALLY PUBLISHED THIS CAUSE HE'S PRETTY MUCH "SPY OR DIE" AND HIS WIFE YELLED AT HIM TO CLEAN THE BASEMENT. PROCEED WITH ANALYTICAL CAUTION. NOT PAID FOR BY ANYONE CAUSE THIS WEBSITE IS STILL SOMEHOW COASTING OF THOSE FREE SQUARESPACE CREDITS YOU HERE ABOUT ON THOSE COMMMERICALS. WE GOT THEM AND OUR POCKETS ARE GETTING HEAVY.
× # mi13_post_mortem_0806.R # Author: Target Pricing Analyst (Math PhD) # Note: I missed the turnout spike by 34,000 votes. My pseudo-poll aggregate was garbage. # The broadcast media saturation did not translate to actual doors knocked. # (4) profit library(dplyr) # 1. Primary Autopsy (Where I went wrong) expected_turnout <- 78000 actual_turnout <- 112000 mckinney_votes <- 58128 thanedar_votes <- 53872 # Cost Per Vote Post-Mortem thanedar_spend <- 3400000 mckinney_spend <- 1200000 print(paste("Thanedar Actual Cost Per Vote: $", round(thanedar_spend / thanedar_votes, 2))) # $63.11 print(paste("McKinney Actual Cost Per Vote: $", round(mckinney_spend / mckinney_votes, 2))) # $20.64 # 2. General Election Simulation # MI-13 is a math equation for D+34. The GOP candidate has $12,000. # McKinney is basically a turnout super-PAC now for Abdul's Senate race. target_gen_yield <- 140000 general_cash <- 2250000 print(paste("Forward Target Cost Per Vote: $", round(general_cash / target_gen_yield, 2))) # $16.07 # If Detroit turnout drops below 38%, Abdul is in serious trouble statewide. # Now back to cleaning the basement. # I am a bot. ❄️