Georgia RLA Discrepancy Analysis 2024


Date: December 30, 2024

Election Info: Georgia (GA), November 5, 2024 General Election

Author: Staff+ engineer for a decade at various internet scale companies


I analyzed a total of 442 audited batches, as provided by the Georgia Secretary of State, to determine whether observed discrepancies between reported and human-audited ballots could be attributed to chance. A statistical binomial test was applied to evaluate the likelihood of these discrepancies occurring randomly.

In essence, this analysis aimed to assess the probability that vote discrepancies were due to chance alone, helping to reassure voters that ballots were counted fairly in Georgia's 2024 Presidential Election. The p-value from the test indicates how likely it is that such discrepancies could happen by random chance; a very low p-value suggests they are unlikely to be random and may warrant further review.

Important: Demanding high standards for election security is not conspiracy theorizing, and framing it as such is misguided. All information presented here is based solely on rigorous mathematical analysis. All of the data comes from credible government sources, accessed through a .gov domain.

Background

This report references the publicly available data from the Risk-Limiting Audit (RLA) of Georgia's 2024 Presidential Election. The dataset can be accessed on the Georgia Secretary of State's website via this download link[^1].

Definitions

Methodology

  1. Parse the report CSV to find vote discrepancies between the reported and audited vote counts per batch.

  2. Calculate the margin effect for each discrepancy to determine whether each discrepancy favored the winner.

  3. Perform a statistical binomial test to assess how likely these discrepancies are to occur by chance alone.

  4. Compare the resulting p-value to 0.05 to determine if further investigation may be warranted.

This methodology is effective because it uses a straightforward, statistically rigorous approach to identify and evaluate vote count discrepancies. By linking discrepancies to their margin effect and applying a simple binomial test, it adheres to a common scientific method used to assess randomness, like testing drug efficacy in clinical trials. Its simplicity ensures accessibility and ease of implementation while maintaining robust, actionable insights.

Results

CategoryDescriptionP-ValueLikely Due to Chance?
AllAll discrepancies, regardless of scanner or voter method7.31%
Election DayDiscrepancies affecting margin for election day voters8.98%
Advanced In-PersonDiscrepancies affecting margin for advanced in-person voters3.85%
Absentee By MailMailed-in absentee ballots96.16%
Imagecast PrecinctBallots that were scanned in local precincts (ICP)0.77%
Imagecast CentralBallots scanned in central election office (ICC)97.55%

Analysis

The audit discrepancy analysis of Georgia's 2024 General Election reveals that, for most categories, discrepancies are likely attributable to random chance, as indicated by p-values above the 5% significance threshold. This suggests that no systematic issues were detected in these areas.

However, the analysis identified two categories with statistically significant discrepancies, which are unlikely to be due to random chance alone, warranting further investigation to determine their cause and potential impact:

  1. Advanced In-Person Votes: Discrepancies affecting the margin for advanced in-person voters exhibit a p-value of 3.85%. This indicates a meaningful deviation from what would be expected under random chance.

  2. Imagecast Precinct Votes: Discrepancies affecting the margin for votes scanned in local precincts (Imagecast Precinct) exhibit a p-value of 0.77%. This is even more concerning given the decentralized nature of local precinct operations and their potential vulnerabilities.

Implications of Imagecast Precinct Discrepancies

The concentration of non-random discrepancies in the Imagecast Precinct group is particularly troubling given the decentralized nature of local precinct operations. Unlike the central election office, local precincts operate with less centralized oversight, which can result in inconsistent security protocols, varying levels of staff training, and increased exposure to both errors and deliberate interference.

This finding is even more significant because it aligns with Georgia's known vulnerabilities in election technology. The National Vulnerability Database (NVD) identifies 10 security vulnerabilities (CVEs) affecting the Democracy Suite 5.5a voting system, several of which are classified as "HIGH" and pose significant risks requiring urgent mitigation (source)[^2]. These vulnerabilities include weaknesses that could be exploited to interfere with or manipulate scanning processes, which is particularly relevant since Imagecast Precinct scanners are decentralized and may be more exposed to operational risks.

Despite these risks, the Georgia Secretary of State announced in May 2023 that the Democracy Suite system would not be upgraded until after the 2024 election (source)[^3]. The fact that the Imagecast Precinct group is the only category with statistically significant discrepancies suggests a potential intersection between operational vulnerabilities and the technical weaknesses highlighted in the NVD. This underscores the need for immediate action to investigate and mitigate these risks to protect the integrity of the election process.

Conclusion

In my opinion, the statistically significant discrepancies in the Imagecast Precinct group, combined with Georgia's documented election technology vulnerabilities, pose a significant challenge to ensuring public confidence in the integrity of the 2024 election results.

To address these issues and reinforce the transparency and accuracy of the electoral process, Georgia should promptly take one of the following actions:

  1. Conduct a full hand recount of all ballots scanned using Imagecast Precinct (ICP) technology. This is the most thorough and reliable method to verify the accuracy of the results.

  2. If a full recount is not feasible, perform a targeted Risk-Limiting Audit (RLA) for all precincts employing ICP technology to provide statistical confirmation of the reported outcomes.

In my view, implementing one of these measures is essential to safeguarding the credibility of Georgia's 2024 Presidential Election and maintaining public trust in the electoral process.


Detailed Results

All Discrepancies

All discrepancies, regardless of scanner or voter method.

Batch-Level Analysis

  
Discrepancies affecting margin93
Discrepancies favoring winner54
P-value0.07308851432356811
InterpretationNot statistically significant and likely due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
APPLING-ED-1C ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2001992241
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailDonald J. Trump (Rep)181925-1
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailKamala D. Harris (Dem)7625-1
ATKINSON-ED-Pearson County ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)56583562
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)55541091
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)51521091
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3139313638693
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)69169438693
BARTOW-AV-Civic Center ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)6568656786311
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4576457563601
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1754175563601
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)362366504-4
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)135131504-4
CHARLTON-ED-Folkston ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1091102821
CHEROKEE-AV-Ball Ground Library ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6746674582491
CHEROKEE-AV-So Cherokee Rec Center ICP 1 - 0AdvancedInPersonJill Stein (Grn)5685020
CHEROKEE-AV-So Cherokee Rec Center ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)202320225743-1
CLAYTON-AV-Rhodenizer Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)96996888961
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4833483474621
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonJill Stein (Grn)373674620
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)2597259679061
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5179518079061
COBB-AV-Northeast ICP 4 - 0AdvancedInPersonKamala D. Harris (Dem)3397339869891
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)4827482678451
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)2896289778451
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)474447457430-1
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)255925587430-1
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)1600159857972
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4124412657972
COBB-AV-South ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)1326132565511
COBB-AV-South ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5125512665511
COBB-ED-Oakdale 01 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2312306131
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonDonald J. Trump (Rep)297229734813-1
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonJill Stein (Grn)252448130
DOUGHERTY-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)135613574931-1
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1241252871
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonChase Oliver (Lib)102870
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)620562068345-1
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)206220608345-2
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)551755187133-1
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)154815477133-1
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)4548454376955
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)3039304176952
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6077607679321
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1821182279321
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2818281766991
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)3740374166991
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonDonald J. Trump (Rep)2700269765173
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonKamala D. Harris (Dem)3698370165173
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2487248555412
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)293229315541-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)250525067167-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)453545327167-3
HABERSHAM-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)3886388546521
HALL-AV-WEST ICP1 - 0AdvancedInPersonDonald J. Trump (Rep)646864698012-1
HALL-AV-WEST ICP1 - 0AdvancedInPersonKamala D. Harris (Dem)144914488012-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)641364148192-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)151481920
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)242124243070-3
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)6306273070-3
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)725172529106-1
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)176217619106-1
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)2475247330412
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)55355530412
LAURENS-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4410440964081
LINCOLN-ED-Midway ICP 2 - 0ElectionDayInPersonChase Oliver (Lib)121710
LINCOLN-ICC-Absentee by Mail 1-5AbsenteeByMailChase Oliver (Lib)103250
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)495349568046-3
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)304230388046-4
MACON-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)7830650
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailDonald J. Trump (Rep)1716411
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailKamala D. Harris (Dem)2425411
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5992599169021
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)87387469021
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3554355252002
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)159815975200-1
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailDonald J. Trump (Rep)3940100-1
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailKamala D. Harris (Dem)5857100-1
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonDonald J. Trump (Rep)1234612338149008
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonChase Oliver (Lib)4443149000
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)277278340-1
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)5857340-1
PUTNAM-ICC-Advance In Person - 103-108AdvancedInPersonDonald J. Trump (Rep)345346485-1
SUMTER-ICC - Absentee by Mail 1-20AbsenteeByMailKamala D. Harris (Dem)6776818934
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonDonald J. Trump (Rep)131013192619-9
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonKamala D. Harris (Dem)1290129126191
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5869586871881
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1257125871881
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)122-1
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)102-1
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4105410456191
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1490149156191
WALKER-ICC-Absentee by Mail - 2AbsenteeByMailDonald J. Trump (Rep)333450-1
WARE-Absentee By Mail ICC - 13AbsenteeByMailDonald J. Trump (Rep)2322501
WARE-Absentee By Mail ICC - 13AbsenteeByMailKamala D. Harris (Dem)2627501
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)41402101
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1641652101
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)151751-2
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)353351-2
WILKINSON-ED-Irwinton ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)84831611
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailDonald J. Trump (Rep)222358-1
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailKamala D. Harris (Dem)353458-1

Election Day Discrepancies

Discrepancies affecting margin for election day voters.

Batch-Level Analysis

  
Discrepancies affecting margin14
Discrepancies favoring winner10
P-value0.08978271484374167
InterpretationNot statistically significant and likely due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
APPLING-ED-1C ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2001992241
ATKINSON-ED-Pearson County ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)56583562
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)55541091
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)51521091
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)362366504-4
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)135131504-4
CHARLTON-ED-Folkston ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1091102821
COBB-ED-Oakdale 01 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2312306131
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1241252871
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonChase Oliver (Lib)102870
LINCOLN-ED-Midway ICP 2 - 0ElectionDayInPersonChase Oliver (Lib)121710
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)277278340-1
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)5857340-1
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)41402101
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1641652101
WILKINSON-ED-Irwinton ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)84831611

Advanced In-Person Discrepancies

Discrepancies affecting margin for advanced in-person voters.

Batch-Level Analysis

  
Discrepancies affecting margin63
Discrepancies favoring winner39
P-value0.038462916804805514
InterpretationStatistically significant and unlikely to be due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3139313638693
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)69169438693
BARTOW-AV-Civic Center ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)6568656786311
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4576457563601
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1754175563601
CHEROKEE-AV-Ball Ground Library ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6746674582491
CHEROKEE-AV-So Cherokee Rec Center ICP 1 - 0AdvancedInPersonJill Stein (Grn)5685020
CHEROKEE-AV-So Cherokee Rec Center ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)202320225743-1
CLAYTON-AV-Rhodenizer Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)96996888961
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4833483474621
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonJill Stein (Grn)373674620
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)2597259679061
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5179518079061
COBB-AV-Northeast ICP 4 - 0AdvancedInPersonKamala D. Harris (Dem)3397339869891
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)4827482678451
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)2896289778451
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)474447457430-1
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)255925587430-1
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)1600159857972
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4124412657972
COBB-AV-South ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)1326132565511
COBB-AV-South ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5125512665511
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonDonald J. Trump (Rep)297229734813-1
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonJill Stein (Grn)252448130
DOUGHERTY-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)135613574931-1
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)620562068345-1
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)206220608345-2
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)551755187133-1
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)154815477133-1
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)4548454376955
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)3039304176952
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6077607679321
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1821182279321
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2818281766991
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)3740374166991
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonDonald J. Trump (Rep)2700269765173
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonKamala D. Harris (Dem)3698370165173
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2487248555412
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)293229315541-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)250525067167-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)453545327167-3
HABERSHAM-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)3886388546521
HALL-AV-WEST ICP1 - 0AdvancedInPersonDonald J. Trump (Rep)646864698012-1
HALL-AV-WEST ICP1 - 0AdvancedInPersonKamala D. Harris (Dem)144914488012-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)641364148192-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)151481920
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)242124243070-3
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)6306273070-3
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)725172529106-1
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)176217619106-1
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)2475247330412
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)55355530412
LAURENS-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4410440964081
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)495349568046-3
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)304230388046-4
MACON-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)7830650
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5992599169021
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)87387469021
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3554355252002
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)159815975200-1
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonDonald J. Trump (Rep)1234612338149008
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonChase Oliver (Lib)4443149000
PUTNAM-ICC-Advance In Person - 103-108AdvancedInPersonDonald J. Trump (Rep)345346485-1
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonDonald J. Trump (Rep)131013192619-9
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonKamala D. Harris (Dem)1290129126191
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5869586871881
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1257125871881
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4105410456191
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1490149156191

Absentee By Mail Discrepancies

Discrepancies affecting margin for absentee by mail voters.

Batch-Level Analysis

  
Discrepancies affecting margin16
Discrepancies favoring winner5
P-value0.9615936279296884
InterpretationNot statistically significant and likely due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailDonald J. Trump (Rep)181925-1
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailKamala D. Harris (Dem)7625-1
LINCOLN-ICC-Absentee by Mail 1-5AbsenteeByMailChase Oliver (Lib)103250
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailDonald J. Trump (Rep)1716411
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailKamala D. Harris (Dem)2425411
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailDonald J. Trump (Rep)3940100-1
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailKamala D. Harris (Dem)5857100-1
SUMTER-ICC - Absentee by Mail 1-20AbsenteeByMailKamala D. Harris (Dem)6776818934
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)122-1
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)102-1
WALKER-ICC-Absentee by Mail - 2AbsenteeByMailDonald J. Trump (Rep)333450-1
WARE-Absentee By Mail ICC - 13AbsenteeByMailDonald J. Trump (Rep)2322501
WARE-Absentee By Mail ICC - 13AbsenteeByMailKamala D. Harris (Dem)2627501
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)151751-2
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)353351-2
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailDonald J. Trump (Rep)222358-1
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailKamala D. Harris (Dem)353458-1

Imagecast Precinct Discrepancies

Discrepancies affecting margin for votes scanned in local precinct.

Batch-Level Analysis

  
Discrepancies affecting margin76
Discrepancies favoring winner49
P-value0.007720131010452991
InterpretationStatistically significant and unlikely to be due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
APPLING-ED-1C ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2001992241
ATKINSON-ED-Pearson County ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)56583562
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)55541091
BAKER-ED-Hoggards Mill ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)51521091
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3139313638693
BARTOW-AV-Advance North ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)69169438693
BARTOW-AV-Civic Center ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)6568656786311
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4576457563601
CARROLL-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1754175563601
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)362366504-4
CARROLL-ED-VR Sports Complex ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)135131504-4
CHARLTON-ED-Folkston ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1091102821
CHEROKEE-AV-Ball Ground Library ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6746674582491
CHEROKEE-AV-So Cherokee Rec Center ICP 1 - 0AdvancedInPersonJill Stein (Grn)5685020
CHEROKEE-AV-So Cherokee Rec Center ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)202320225743-1
CLAYTON-AV-Rhodenizer Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)96996888961
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4833483474621
COBB-AV-Main Office ICP 1 - 0AdvancedInPersonJill Stein (Grn)373674620
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)2597259679061
COBB-AV-Main Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5179518079061
COBB-AV-Northeast ICP 4 - 0AdvancedInPersonKamala D. Harris (Dem)3397339869891
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)4827482678451
COBB-AV-Northwest ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)2896289778451
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)474447457430-1
COBB-AV-Northwest ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)255925587430-1
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)1600159857972
COBB-AV-Powder Springs ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)4124412657972
COBB-AV-South ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)1326132565511
COBB-AV-South ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)5125512665511
COBB-ED-Oakdale 01 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)2312306131
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonDonald J. Trump (Rep)297229734813-1
COLUMBIA-AV-G3 ICP 5 - 0AdvancedInPersonJill Stein (Grn)252448130
DOUGHERTY-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)135613574931-1
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1241252871
EMANUEL-ED-Swainsboro ICP 1 - 0ElectionDayInPersonChase Oliver (Lib)102870
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)620562068345-1
FORSYTH-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)206220608345-2
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)551755187133-1
FORSYTH-AV-Hampton Park Lib ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)154815477133-1
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)4548454376955
FORSYTH-AV-Sharon Springs Park ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)3039304176952
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)6077607679321
GLYNN-AV-BAL ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1821182279321
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2818281766991
GWINNETT-AV-Collins Hill Lib ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)3740374166991
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonDonald J. Trump (Rep)2700269765173
GWINNETT-AV-Pinckneyville ICP 1A 1-78 - 0AdvancedInPersonKamala D. Harris (Dem)3698370165173
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)2487248555412
GWINNETT-AV-Pinckneyville ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)293229315541-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonDonald J. Trump (Rep)250525067167-1
GWINNETT-AV-Shorty Howell ICP 2B 79-156 - 0AdvancedInPersonKamala D. Harris (Dem)453545327167-3
HABERSHAM-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)3886388546521
HALL-AV-WEST ICP1 - 0AdvancedInPersonDonald J. Trump (Rep)646864698012-1
HALL-AV-WEST ICP1 - 0AdvancedInPersonKamala D. Harris (Dem)144914488012-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)641364148192-1
HART-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)151481920
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)242124243070-3
IRWIN-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)6306273070-3
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)725172529106-1
JACKSON-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)176217619106-1
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)2475247330412
JASPER-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)55355530412
LAURENS-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4410440964081
LINCOLN-ED-Midway ICP 2 - 0ElectionDayInPersonChase Oliver (Lib)121710
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonDonald J. Trump (Rep)495349568046-3
LOWNDES-AV-Elections Office ICP 3 - 0AdvancedInPersonKamala D. Harris (Dem)304230388046-4
MACON-AV-Elections Office ICP 1 - 0AdvancedInPersonChase Oliver (Lib)7830650
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5992599169021
MURRAY-AV-Murray Co Rec Center ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)87387469021
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)3554355252002
OCONEE-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)159815975200-1
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonDonald J. Trump (Rep)1234612338149008
PICKENS-AV-Elections Office ICP 1-2AdvancedInPersonChase Oliver (Lib)4443149000
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)277278340-1
PUTNAM-ED-106 ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)5857340-1
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonDonald J. Trump (Rep)131013192619-9
TERRELL-AV-Elections Office ICP 1-0 - 2-0AdvancedInPersonKamala D. Harris (Dem)1290129126191
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonDonald J. Trump (Rep)5869586871881
TOWNS-AV-Elections Office ICP 1 - 0AdvancedInPersonKamala D. Harris (Dem)1257125871881
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonDonald J. Trump (Rep)4105410456191
UPSON-AV-Elections Office ICP 2 - 0AdvancedInPersonKamala D. Harris (Dem)1490149156191
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)41402101
WILKES-ED-Edward B Pope Center ICP 1 - 0ElectionDayInPersonKamala D. Harris (Dem)1641652101
WILKINSON-ED-Irwinton ICP 1 - 0ElectionDayInPersonDonald J. Trump (Rep)84831611

Imagecast Central Discrepancies

Discrepancies affecting margin for votes scanned in central election office.

Batch-Level Analysis

  
Discrepancies affecting margin17
Discrepancies favoring winner5
P-value0.9754791259765612
InterpretationNot statistically significant and likely due to chance alone.

Discrepancy Effects Table

Batch NameBatch TypeCandidateReportedActualBallots in BatchMargin Effect
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailDonald J. Trump (Rep)181925-1
APPLING-ICC-Absentee by Mail - 17AbsenteeByMailKamala D. Harris (Dem)7625-1
LINCOLN-ICC-Absentee by Mail 1-5AbsenteeByMailChase Oliver (Lib)103250
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailDonald J. Trump (Rep)1716411
MONROE-ICC-Absentee by Mail - 15AbsenteeByMailKamala D. Harris (Dem)2425411
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailDonald J. Trump (Rep)3940100-1
OCONEE-ICC-Absentee by Mail - 8AbsenteeByMailKamala D. Harris (Dem)5857100-1
PUTNAM-ICC-Advance In Person - 103-108AdvancedInPersonDonald J. Trump (Rep)345346485-1
SUMTER-ICC - Absentee by Mail 1-20AbsenteeByMailKamala D. Harris (Dem)6776818934
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)122-1
TREUTLEN-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)102-1
WALKER-ICC-Absentee by Mail - 2AbsenteeByMailDonald J. Trump (Rep)333450-1
WARE-Absentee By Mail ICC - 13AbsenteeByMailDonald J. Trump (Rep)2322501
WARE-Absentee By Mail ICC - 13AbsenteeByMailKamala D. Harris (Dem)2627501
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailDonald J. Trump (Rep)151751-2
WILKES-ICC-Absentee by Mail - 1AbsenteeByMailKamala D. Harris (Dem)353351-2
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailDonald J. Trump (Rep)222358-1
WILKINSON-ICC-Absentee by Mail - 5AbsenteeByMailKamala D. Harris (Dem)353458-1