Monday, July 13, 2026probability mass ≠ 1.0
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THE REGRESSION DESKThe Stochastic Parrot
Regression // 588 // 2026-11-01 // Wikipedia + movie-stats, keyless

Winners
out-gross
the room.

220 Best Picture nominees matched to real budget and gross figures, 1980–2019, 39 winners. Year-clustered, budget-controlled OLS: winners gross +0.614 log points more than fellow nominees at the same budget, 95% CI [+0.366, +0.863] — excludes zero, roughly 1.8×. But this is total lifetime gross, not a measured post-ceremony bump — see the limit below before reading this as proof winning moves the box office.

Two-panel chart. Left: log-log scatter of production budget against theatrical gross for 220 Best Picture nominees, 1980-2019, winners in red sitting visibly above non-winning nominees in navy at the same budget level. Right: forest plot of the won coefficient across seven specifications -- naive, budget-controlled, HC3-robust, year fixed effects, bootstrap, gross-to-budget ratio, and pre/post-2009 eras -- every one excluding zero.
Left: at a given budget, red (winner) dots sit above the navy (nominated, lost) cloud more often than chance. Right: every specification's confidence interval clears zero, including both eras of the Best Picture field's own size.
Win premium, budget-controlled (n=220, year-clustered)
+0.614
95% CI [+0.366, +0.863], p=1.3e-06. Excludes zero -- real, roughly 1.8x gross.
Does the premium itself change post-2009?
-0.280
95% CI [-0.819, +0.260], p=0.31. Contains zero -- can't confirm a real shift.

Backlog #90: “Does an Oscar boost box office? Event study — [modest].” TMDB, the idea's own named source, needs an API key not on file — the identical block runs 534 and 560 hit on this exact source. No public, keyless source publishes week-by-week theatrical grosses for every Best Picture nominee back to 1980, which is what a genuine event study (isolating a post-ceremony bump from a film's normal box-office decay curve) would need. So this run substitutes the comparison the real academic literature on this question uses when week-level data isn't available — Nelson, Donihue, Waldman & Wheaton's 2001 “What's an Oscar Worth?” compares winners' and non-winning nominees' total theatrical gross, not a week-by-week bump — named here as a substitution, not a silent swap.

Every Academy Award Best Picture nominee, ceremony years 1980–2019, read from Wikipedia's own nominee-list tables (the winner is the first film listed in each year's block, Wikipedia's own table convention, checked against several known years before trusting it at scale) and matched by title and release year to danielgrijalva/movie-stats, the same keyless GitHub budget+gross mirror runs 528, 534 and 560 used. 220 nominees matched to a real, nonzero budget and gross figure (of 266 total nominees parsed; the movie-stats source starts in 1980 and some titles don't match cleanly, both expected and stated, not a silent drop) — 39 winners, 181 nominees that lost.

Winners out-gross their fellow nominees, and it isn't close. Mean gross for winners, $302,768,623, against $220,579,605 for nominees that lost (medians $227,514,205 vs. $134,095,253). A plain comparison of means confounds budget — voters' taste and box-office success both correlate with how much a studio spent — so the regression this desk reports controls for it directly: log(gross) on a WON indicator plus log(budget), year-clustered SE (nominees sharing a ceremony year aren't independent draws of the box-office climate). The win premium: +0.614 log points, 95% CI [+0.366, +0.863] — excludes zero, p=1.3e-06 — roughly a 1.8× multiple on gross, budget held fixed. HC3-robust SE agrees ([+0.374, +0.854]), as does swapping the linear-year control for full year fixed effects ([+0.372, +0.967]), a budget-normalized gross/budget-ratio framing that needs no separate budget term ([+0.361, +0.976]), a distribution-free Mann-Whitney test on raw gross (p=0.006), and a 2,000-draw bootstrap resampling whole ceremony years rather than individual films ([+0.380, +0.852], 100% of resampled slopes positive).

The field's own 2009 expansion, from 5 nominees to as many as 10, is a real structural break in the category's selection rules — worth checking on its own. Split at that year: the win premium is larger in the 5-nominee era, +0.726, 95% CI [+0.461, +0.990] — excludes zero — and smaller in the expanded 8-10 nominee era, +0.484, CI [+0.018, +0.950] — still excludes zero, but only barely. A direct interaction test on whether the win premium itself genuinely shrank between eras, however, contains zero: -0.280 log points, CI [-0.819, +0.260], p=0.31 — the point estimates move in the direction a more crowded, more arthouse-friendly field would predict, but 95 post-2009 nominee-years isn't enough to confirm the shift is real rather than noise.

Named. Titanic (1997) is this sample's biggest-grossing winner, $2,201,647,264. The Hurt Locker (2009) is the smallest, $49,259,766 — a reminder the premium is a statistical tendency across 39 winners, not a guarantee for any one film. For scale on the other side: Avatar (2009), a losing nominee, grossed $2,847,246,203 — more than every winner in this sample except one — a reminder that box office and Best Picture voting are related but very far from the same contest.

Limits, stated plainly — this is the one that matters most. “Gross” here is a film's total theatrical run, not a measured bump in the weeks after the ceremony. Best Picture winners are announced two to three months into a calendar year, by which point most nominees (especially the wide, awards-season-timed releases this category favors) have already banked most of their eventual gross. That means this result is at least as consistent with the Academy tending to reward films that were already commercial hits (reverse causation, or a shared cause — audience and voter taste moving together) as with winning itself pulling more people into theaters afterward. A genuine event study, with week-by-week grosses before and after the ceremony, is the only design that could tell those apart, and no keyless source reaches that data for this sample. Read plainly: winners really do gross more than their fellow nominees, reliably, across every cut tried — but “boost” in the backlog's own phrasing implies a causal arrow this design cannot establish.

The math

log(gross) ~ β₀ + β₁·won + β₂·log(budget) · one row per nominee, year-clustered SE

The "won" coefficient, seven specifications

Specificationn"won" coefficient (log points of gross)95% CIFitVerdict
Naive (year-clustered SE)n=220+0.524[+0.238, +0.810]R²=0.031excludes zero, p=3.3e-04
Budget-controlled (year-clustered)n=220+0.614[+0.366, +0.863]R²=0.314excludes zero, p=1.3e-06
Budget-controlled, HC3-robustn=220+0.614[+0.374, +0.854]R²=0.314excludes zero, p=5.2e-07
Budget-controlled, year fixed effectsn=220+0.670[+0.372, +0.967]R²=0.429excludes zero, p=1.0e-05
Gross/budget ratio (year-clustered)n=220+0.669[+0.361, +0.976]R²=0.059excludes zero, p=2.0e-05
Pre-2009 (5-nominee era)n=125+0.726[+0.461, +0.990]R²=0.332excludes zero, p=7.4e-08
Post-2009 (8-10 nominee era)n=95+0.484[+0.018, +0.950]R²=0.308excludes zero, p=0.042

Method. Wikipedia's “List of Academy Award winners and nominees for Best Picture” publishes a decade-by-decade table of nominees for every ceremony; the winner is consistently the first film listed within each year's block, a convention checked against several known years (1960 The Apartment, 1961 West Side Story, 1994 Forrest Gump) before being trusted across all 220 rows kept. Titles were normalized (lowercased, punctuation stripped, leading articles dropped) and matched to danielgrijalva/movie-stats within ±1 calendar year of the nominee's own listed release year, since awards-eligibility year and a film's IMDb-sourced release year occasionally differ by one year for the same title. Rows without both a positive budget and a positive gross in the matched source were dropped before any fit ran (not imputed). A mechanical sanity check (exactly one winner per ceremony year) ran before any analysis and would have halted the pipeline had it failed.

Limits, stated plainly. “Gross” is lifetime theatrical gross, not a week-level measurement of the weeks immediately after the ceremony — the design an actual event study needs, and the one this backlog item's own “event study” phrasing implies. Because winners are announced two to three months into the year and most nominees have already completed the bulk of their theatrical run by then, this result cannot distinguish “winning causes more people to see the film” from “the Academy tends to reward films that were already commercial hits,” or from a third factor (critical and popular acclaim moving together) driving both. The movie-stats source begins in 1980, so earlier Best Picture history (1929–1979) is entirely excluded, not sampled. Gross figures in this source are not currency-adjusted for inflation across the 40-year window; the budget control partially addresses scale but a film's own era is also captured by the year-fixed-effects spec, which agrees with the simpler linear-year version.

The data (all 220 matched nominees)

oscarbudget_588.csv · fit output (JSON).

Ceremony yearFilmWon?BudgetGross
1980Ordinary PeopleWON$6,000,000$54,766,923
1980Raging Bull$18,000,000$23,402,427
1981Chariots of FireWON$5,500,000$59,303,359
1981Reds$32,000,000$40,382,659
1982GandhiWON$22,000,000$52,767,889
1982E.T. the Extra-Terrestrial$10,500,000$792,910,554
1982Missing$9,500,000$14,000,000
1982Tootsie$21,000,000$177,200,000
1982The Verdict$16,000,000$53,993,738
1983Terms of EndearmentWON$8,000,000$108,423,749
1983The Big Chill$8,000,000$56,399,659
1983The Right Stuff$27,000,000$21,192,315
1984AmadeusWON$18,000,000$52,066,791
1984The Killing Fields$14,400,000$34,700,291
1984A Passage to India$16,000,000$27,201,487
1984A Soldier's Story$6,000,000$21,821,347
1985Out of AfricaWON$31,000,000$227,514,205
1985The Color Purple$15,000,000$98,467,863
1985Witness$12,000,000$68,706,993
1986PlatoonWON$6,000,000$138,545,632
1986Children of a Lesser God$10,500,000$31,853,080
1986Hannah and Her Sisters$6,400,000$40,084,041
1986The Mission$24,500,000$17,502,499
1986A Room with a View$3,000,000$21,041,453
1987Broadcast News$20,000,000$67,331,309
1987Fatal Attraction$14,000,000$320,145,693
1987Moonstruck$15,000,000$80,642,217
1988Rain ManWON$25,000,000$354,825,435
1988Dangerous Liaisons$14,000,000$34,670,720
1988Mississippi Burning$15,000,000$34,603,943
1988Working Girl$28,000,000$102,953,112
1989Driving Miss DaisyWON$7,500,000$145,793,296
1989Born on the Fourth of July$14,000,000$161,001,698
1989Dead Poets Society$16,400,000$235,860,116
1990Dances With WolvesWON$22,000,000$424,208,848
1990Awakenings$31,000,000$52,096,475
1990Ghost$22,000,000$505,703,557
1990The Godfather Part III$54,000,000$136,861,392
1990Goodfellas$25,000,000$46,963,277
1991The Silence of the LambsWON$19,000,000$272,742,922
1991Beauty and the Beast$25,000,000$424,967,620
1991Bugsy$30,000,000$49,114,016
1991JFK$40,000,000$205,405,498
1991The Prince of Tides$30,000,000$74,787,599
1992UnforgivenWON$14,400,000$159,157,447
1992A Few Good Men$41,000,000$243,240,178
1992Scent of a Woman$31,000,000$134,095,253
1993Schindler's ListWON$22,000,000$322,161,245
1993The Fugitive$44,000,000$368,875,760
1993In the Name of the Father$13,000,000$65,796,862
1993The Piano$7,000,000$40,185,556
1993The Remains of the Day$15,000,000$23,237,911
1994Forrest GumpWON$55,000,000$678,226,133
1994Four Weddings and a Funeral$4,400,000$245,700,832
1994Pulp Fiction$8,000,000$213,928,762
1994Quiz Show$31,000,000$24,822,619
1994The Shawshank Redemption$25,000,000$28,817,291
1995BraveheartWON$72,000,000$213,216,216
1995Apollo 13$52,000,000$355,237,933
1995Babe$30,000,000$254,134,910
1995Sense and Sensibility$16,000,000$134,582,776
1996The English PatientWON$27,000,000$231,976,425
1996Fargo$7,000,000$60,611,975
1996Jerry Maguire$50,000,000$273,552,592
1996Secrets & Lies$4,500,000$13,417,292
1996Shine$5,500,000$35,999,081
1997TitanicWON$200,000,000$2,201,647,264
1997As Good as It Gets$50,000,000$314,178,011
1997The Full Monty$3,500,000$257,938,649
1997Good Will Hunting$10,000,000$225,933,435
1997L.A. Confidential$35,000,000$126,216,940
1998Shakespeare in LoveWON$25,000,000$289,317,794
1998Elizabeth$30,000,000$82,150,642
1998Life Is Beautiful$20,000,000$230,098,753
1998Saving Private Ryan$70,000,000$482,349,603
1998The Thin Red Line$52,000,000$98,126,565
1999American BeautyWON$15,000,000$356,296,601
1999The Cider House Rules$24,000,000$88,545,092
1999The Green Mile$60,000,000$286,801,374
1999The Insider$90,000,000$60,289,912
1999The Sixth Sense$40,000,000$672,806,292
2000GladiatorWON$103,000,000$465,380,802
2000Chocolat$25,000,000$152,699,976
2000Crouching Tiger, Hidden Dragon$17,000,000$213,525,736
2000Erin Brockovich$52,000,000$256,271,286
2000Traffic$48,000,000$207,515,725
2001A Beautiful MindWON$58,000,000$316,791,257
2001Gosford Park$19,800,000$87,754,044
2001In the Bedroom$1,700,000$44,763,181
2001The Lord of the Rings: The Fellowship of the Ring$93,000,000$897,690,072
2001Moulin Rouge!$50,000,000$184,935,320
2002ChicagoWON$45,000,000$306,776,732
2002Gangs of New York$100,000,000$193,772,504
2002The Hours$25,000,000$108,846,072
2002The Lord of the Rings: The Two Towers$94,000,000$947,495,095
2002The Pianist$35,000,000$120,072,577
2003The Lord of the Rings: The Return of the KingWON$94,000,000$1,146,030,912
2003Lost in Translation$4,000,000$118,686,937
2003Master and Commander: The Far Side of the World$150,000,000$211,622,535
2003Mystic River$25,000,000$156,595,191
2003Seabiscuit$87,000,000$148,336,445
2004Million Dollar BabyWON$30,000,000$216,763,646
2004The Aviator$110,000,000$213,719,942
2004Finding Neverland$25,000,000$116,650,613
2004Ray$40,000,000$123,971,376
2004Sideways$16,000,000$109,706,931
2005CrashWON$6,500,000$98,410,061
2005Brokeback Mountain$14,000,000$178,062,759
2005Capote$7,000,000$49,327,405
2005Good Night, and Good Luck$7,000,000$54,641,191
2005Munich$70,000,000$130,982,129
2006The DepartedWON$90,000,000$291,465,373
2006Babel$25,000,000$135,330,182
2006Letters from Iwo Jima$19,000,000$68,673,228
2006Little Miss Sunshine$8,000,000$101,058,954
2007No Country for Old MenWON$25,000,000$171,627,166
2007Atonement$30,000,000$131,016,624
2007Juno$7,500,000$232,372,681
2007Michael Clayton$25,000,000$92,991,835
2007There Will Be Blood$25,000,000$76,182,388
2008Slumdog MillionaireWON$15,000,000$378,410,542
2008The Curious Case of Benjamin Button$150,000,000$335,802,786
2008Frost/Nixon$25,000,000$27,426,335
2008Milk$20,000,000$54,589,558
2008The Reader$32,000,000$108,902,486
2009The Hurt LockerWON$15,000,000$49,259,766
2009Avatar$237,000,000$2,847,246,203
2009The Blind Side$29,000,000$309,208,309
2009District 9$30,000,000$210,888,950
2009An Education$7,500,000$26,096,852
2009Inglourious Basterds$70,000,000$321,457,747
2009A Serious Man$7,000,000$31,430,334
2009Up$175,000,000$735,099,102
2009Up in the Air$25,000,000$166,842,739
2010The King's SpeechWON$15,000,000$427,374,317
2010Black Swan$13,000,000$329,398,046
2010The Fighter$25,000,000$129,190,869
2010Inception$160,000,000$836,836,967
2010The Kids Are All Right$4,000,000$34,758,951
2010127 Hours$18,000,000$60,738,797
2010The Social Network$40,000,000$224,920,375
2010Toy Story 3$200,000,000$1,066,970,811
2010True Grit$38,000,000$252,276,927
2010Winter's Bone$2,000,000$13,796,834
2011The ArtistWON$15,000,000$133,432,856
2011The Descendants$20,000,000$177,243,185
2011Extremely Loud & Incredibly Close$40,000,000$55,247,881
2011The Help$25,000,000$216,639,112
2011Hugo$150,000,000$185,770,310
2011Midnight in Paris$17,000,000$151,653,750
2011Moneyball$50,000,000$110,206,216
2011The Tree of Life$32,000,000$58,409,247
2011War Horse$66,000,000$177,584,879
2012ArgoWON$44,500,000$232,325,503
2012Amour$8,900,000$29,664,140
2012Beasts of the Southern Wild$1,800,000$21,107,746
2012Django Unchained$100,000,000$426,074,373
2012Life of Pi$120,000,000$609,016,565
2012Lincoln$65,000,000$275,293,450
2012Les Misérables$61,000,000$441,809,770
2012Silver Linings Playbook$21,000,000$236,412,453
2012Zero Dark Thirty$40,000,000$132,820,716
201312 Years a SlaveWON$20,000,000$187,733,202
2013American Hustle$40,000,000$251,171,807
2013Captain Phillips$55,000,000$218,791,811
2013Dallas Buyers Club$5,000,000$55,736,588
2013Gravity$100,000,000$723,192,705
2013Her$23,000,000$48,517,427
2013Nebraska$12,000,000$27,682,872
2013Philomena$12,000,000$100,129,872
2013The Wolf of Wall Street$100,000,000$392,000,694
2014Birdman or (The Unexpected Virtue of Ignorance)WON$18,000,000$103,215,094
2014American Sniper$58,800,000$547,426,372
2014Boyhood$4,000,000$48,137,666
2014The Grand Budapest Hotel$25,000,000$172,945,750
2014The Imitation Game$14,000,000$233,555,708
2014Selma$20,000,000$66,787,908
2014The Theory of Everything$15,000,000$123,726,688
2014Whiplash$3,300,000$49,396,747
2015SpotlightWON$20,000,000$98,690,254
2015The Big Short$28,000,000$133,440,870
2015Bridge of Spies$40,000,000$165,478,348
2015Brooklyn$11,000,000$62,402,155
2015Mad Max: Fury Road$150,000,000$375,658,750
2015The Martian$108,000,000$630,162,448
2015The Revenant$135,000,000$532,950,503
2015Room$13,000,000$35,401,758
2016MoonlightWON$4,000,000$65,336,603
2016Arrival$47,000,000$203,388,186
2016Fences$24,000,000$64,414,761
2016Hacksaw Ridge$40,000,000$180,563,636
2016Hell or High Water$12,000,000$37,879,877
2016Hidden Figures$25,000,000$236,225,193
2016La La Land$30,000,000$448,906,865
2016Lion$12,000,000$140,853,810
2016Manchester by the Sea$9,000,000$78,988,148
2017The Shape of WaterWON$19,400,000$195,333,312
2017Darkest Hour$30,000,000$150,847,274
2017Dunkirk$100,000,000$527,016,307
2017Get Out$4,500,000$255,589,157
2017Lady Bird$10,000,000$78,966,486
2017Phantom Thread$35,000,000$47,756,590
2017The Post$50,000,000$180,419,231
2017Three Billboards Outside Ebbing, Missouri$15,000,000$160,192,267
2018Green BookWON$23,000,000$321,752,656
2018Black Panther$200,000,000$1,347,597,973
2018BlacKkKlansman$15,000,000$93,413,709
2018Bohemian Rhapsody$52,000,000$911,902,649
2018The Favourite$15,000,000$95,918,706
2018A Star Is Born$36,000,000$436,188,866
2018Vice$60,000,000$76,073,488
2019ParasiteWON$11,400,000$258,908,054
2019Ford v Ferrari$97,600,000$225,508,210
2019The Irishman$159,000,000$968,853
2019Jojo Rabbit$14,000,000$90,335,025
2019Joker$55,000,000$1,074,427,370
2019Little Women$40,000,000$216,601,214
2019Marriage Story$18,600,000$333,686
20191917$95,000,000$384,623,579
2019Once Upon a Time in Hollywood$90,000,000$374,565,754
Sources. Wikipedia, List of Academy Award winners and nominees for Best Picture, retrieved 2026-11-01 · danielgrijalva/movie-stats (budget + gross, keyless GitHub mirror) · Nelson, R., Donihue, M., Waldman, D. & Wheaton, C. (2001), “What's an Oscar Worth?” Economic Inquiry 39(1), cited for the winners-vs-nominees comparison design used here, not as a data source.

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