BLACK LIVES MATTER PROTESTS, FATAL POLICE INTERACTIONS, AND CRIME
Open accessAbstract
The Black Lives Matter (BLM) movement was a prominent social movement largely focused on raising awareness of and reducing police use-of-force and fatal interactions with police. However, opponents of the movement have feared it could lead to decreased proactive policing and increased crime. Using a state-by-month fixed effects model, I find evidence that an additional protest in the preceding month leads to a decrease of .225 fatal interactions between Blacks and police per 10 million Black population. In addition, I find no evidence supporting increased crime or arrests as a result of the BLM movement.
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Claims the paper makes
2 of 16 cited sources checked · 2 supported · 0 flagged
- Premisecitation
Deterrence measures are correlated with crime rates.
“As it has been fairly well documented in previous research that deterrence measures are correlated with crime rates (Bun et al. 2019;Corman and Mocan 2002;Levitt 2002), de-policing could increase crime.”
Quote in the paperSubstantial claim1 of 3 sources checked - Findingown data§ BLACK LIVES MATTER PROTESTS, FATAL POLICE INTERACTIONS, AND
An additional BLM protest in the preceding month leads to a decrease of about 0.225 fatal interactions between Blacks and police per 10 million Black population (approximately 2.2 fewer per 100 million Black population) in the current month.
“Using a state-by-month fixed effects model, I find evidence that an additional protest in the preceding month leads to a decrease of .225fatal interactions between Blacks and police per 10 million Black population.”
- Also stated in: § V. RESULTS · hedged
“Column 1 indicates that one additional protest in the previous month corresponds to 2.2 fewer Black fatal encounters with police per 100 million Black population in the current month.”
Quote in the paperSubstantial claim- Rests on an assumption: The number of BLM protests is a valid proxy for the intensity of the BLM movement and the level of public scrutiny on police.
- Also stated in: § V. RESULTS · hedged
- Findingown data
There is some slight evidence that increased BLM protests may potentially decrease the number of arrests for some crimes.
“Although I find some slight evidence that increased BLM protests may potentially decrease the number of arrests for some crimes, I find no evidence that the BLM movement led to any measurable impact on crime across the country.”
Quote in the paperSubstantial claim - Findingown data
There does not seem to be any statistically significant impact of BLM protests in preceding months on White fatal encounters with police.
“As anticipated, there does not seem to be any statistically significant impact of BLM protests in preceding months on White fatal encounters with police.”
Quote in the paperSubstantial claim - Findingown data
Additional lagged months beyond the first month have no statistically significant impact on Black fatal encounters with police.
“However, additional lagged months have no statistically significant impact on the outcome variable.”
- Also stated in: § I. INTRODUCTION · hedged
“yet there does not appear to be a longer lasting impact on the number of fatalities”
Quote in the paperSubstantial claim - Also stated in: § I. INTRODUCTION · hedged
- Findingown data
Increased protests decrease the number of fatal interactions of Black individuals with police in the subsequent month.
“Using a fixed-effects model, I find evidence that increased protests decrease the number of fatal interactions of Black individuals with police in the subsequent month, although there does not appear to be a longerterm impact of protests.”
Quote in the paperSubstantial claim - Findingown data
Limiting the sample to the top 20 protest states yields coefficients of interest that stay remarkably similar.
“Column 3 of Table 4 replicates column 1 but limits the sample to the top 20 protest states, with the idea that states with more protests may be inherently different from states where relatively few protests took place.However, the results for the coefficients of interest stay remarkably similar.”
Quote in the paperNot a substantial claim - Findingown data
The results remain robust when using alternate regression specifications and sample restrictions.
“The results remain robust when using alternate regression specifications and sample restrictions.”
Quote in the paperSubstantial claim - Findingown data
There does not appear to be a longer-term impact of protests on fatal interactions of Black individuals with police.
“Using a fixed-effects model, I find evidence that increased protests decrease the number of fatal interactions of Black individuals with police in the subsequent month, although there does not appear to be a longerterm impact of protests.”
Quote in the paperSubstantial claim - Findingown data
BLM protests had no measurable impact on arrest numbers for Black or non-Black individuals at an aggregate level.
“The results in Table 3 show no evidence of the protest movement impacting the arrest numbers for Black individuals or non-Black individuals at an aggregate level.”
Quote in the paperSubstantial claim - Findingown data
Using month fixed effects in place of region-by-month fixed effects yields results that remain very similar.
“Column 2 presents the results when month fixed effects are used in place of regionby-month fixed effects.The results remain very similar.”
Quote in the paperNot a substantial claim - Findingown data
There is no evidence that the BLM movement led to any measurable impact on crime across the country.
“Although I find some slight evidence that increased BLM protests may potentially decrease the number of arrests for some crimes, I find no evidence that the BLM movement led to any measurable impact on crime across the country.”
Quote in the paperSubstantial claim - Findingown data
The results in Table 7 are consistent with the primary specification, where larger BLM movements appear to decrease the number of fatal interactions with police in the following month.
“However, the results seen in Table 7 are consistent with the results found in our primary specification, where larger BLM movements appear to decrease the number of fatal interactions with police in the following month.”
Quote in the paperSubstantial claim - Study design and conductown data
For both crime and arrest outcomes, standard errors are quite large, making it difficult to rely on the signs of coefficients.
“For both the crime and arrest outcomes, the standard errors are quite large, making it difficult to rely on the signs of the coefficients of interest.”
Quote in the paperSubstantial claim - Study design and conductown data
Including state-by-year fixed effects leads to very similar estimates.
“Including state-by-year fixed effects lead again to very similar estimates.”
Quote in the paperSubstantial claim - Premisecitation
Existing empirical research on the Ferguson Effect in the post-BLM era focuses on relatively short spans of time and limited geographic areas.
“Existing empirical research on the Ferguson Effect in the post-BLM era focuses on relatively short spans of time and limited geographic areas (Pyrooz et al. 2016;Shjarback et al. 2017).”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationown data
Contrary to the Ferguson Effect hypothesis, increased scrutiny of police due to BLM protests did not lead to increased crime rates.
“This suggests that, contrary to the Ferguson Effect hypothesis, increased scrutiny of police due to BLM protests did not, in fact, lead to increased crime rates.”
- Also stated in: § V. RESULTS · hedged
“Overall, there does not appear to be strong evidence of BLM protests being associated with a Ferguson effect.”
Quote in the paperSubstantial claim- Rests on an assumption: BLM protests increased scrutiny of police actions.
- Also stated in: § V. RESULTS · hedged
- Study design and conductown data
Adding lead protest variables has little impact on the results.
“The lead protest variables that are added to the specification in column 2 have little impact on the results.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 14
- May combine two claims. 11
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationBLM protests are more likely to happen in locations where there has recently been a fatal interaction with police.
“Recent research has found that BLM protests are more likely to happen in locations where there has recently been a fatal interaction with police (Williamson, Trump, and Einstein 2018)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Williamson, Trump, and Einstein 2018 source
May combine two claims.
Findingown dataAn additional protest in the preceding month may have a small positive impact on the number of non-Black fatal encounters with police, although these results are less robust to alternate specifications and sample.
“The first two columns indicate that an additional protest in the preceding month may have a small positive impact on the number of non-Black fatal encounters with police, although these results are less robust to the alternate specifications and sample shown in columns 3 and 4.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ BLACK LIVES MATTER PROTESTS, FATAL POLICE INTERACTIONS, ANDThe BLM movement did not lead to increased crime or arrests.
“In addition, I find no evidence supporting increased crime or arrests as a result of the BLM movement.”
- Also stated in: § I. INTRODUCTION · hedged
“In addition, there does not seem to be any measurable impact of BLM protests on a variety of crime measures or the number of arrests within states.”
Quote in the paperSubstantial claim- Also stated in: § I. INTRODUCTION · hedged
May combine two claims.
Findingown dataBLM protests had no measurable impact on property crime, violent crime, officer assaults, or officer attacks.
“There does not appear to be any evidence that increased BLM protest activity had an impact on property crime, violent crime, officer assaults, or officer attacks.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Table 6, the point estimates for the first lagged protest indicator are consistently negative and of roughly the same magnitude across all cutoff values for the protest indicator, although they are statistically insignificant due to large standard errors.
“Although statistically insignificant due to large standard errors, the point estimates for the first lagged protest indicator are consistently negative and of roughly the same magnitude across all cutoff values for the protest indicator.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductnone givenStandard errors are clustered at the state level.
“This specification is estimated with standard errors clustered at the state level.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductreasoningThe risk of missing data on fatal encounters is highest for earlier years, while fatalities have been better tracked in the more recent years used for analysis.
“Although there is a risk of missing data on fatal encounters, this risk is highest for the earlier years in the dataset, whereas the fatalities have been better tracked in the more recent years that are used for analysis in this paper.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe Elephrame data constitute the most comprehensive list of BLM protests.
“Protest data were collected from Elephrame (Elephrame 2019), an online resource containing, to the best of my knowledge, the most comprehensive list of BLM protests.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Elephrame 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn the 1960s riots, Blacks' income and employment were negatively affected as were property values.
“In the case of the 1960s riots, Blacks' income and employment were negatively affected as were property values (Collins andMargo 2004, 2007).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Collins and Margo 2004, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe Washington Post data were used to cross-check the Fatal Encounters database for the years in which it was available.
“The Washington Post data (Tate et al. 2018) have been used to cross-check the Fatal Encounters database for the years in which it was available.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tate et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S4 (based).
PremisereasoningThis paper is the first to examine the countrywide impacts of increased police scrutiny caused by BLM protests.
“In contrast, this paper is the first to examine the countrywide impacts of increased police scrutiny caused by BLM protests.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe true impact of the BLM movement on fatal interactions with police may be larger in magnitude than the results presented in Table 1, Panel A, because higher police violence against Blacks causing more protests would positively bias estimates away from a negative lagged effect.
“Therefore, the true impact of the BLM movement on fatal interactions with police may be larger in magnitude than the results presented in Table 1, Panel A.”
Quote in the paperSubstantial claim- Rests on an assumption: Areas of the country that witnessed more police violence against Blacks were more likely to have more BLM protests.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationWhites became moderately less racially resentful towards Blacks as a result of BLM protests, although results were heterogeneous with respect to age.
“Specifically, Whites became moderately less racially resentful towards Blacks as a result of BLM protests, although these results were heterogeneous with respect to age (Mazumder 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mazumder 2019 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe BLM protests decreased racial resentment towards Blacks.
“and that the BLM protests decreased racial resentment towards Blacks (Mazumder 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mazumder 2019 source
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenNo paper has used the BLM protests to examine the Ferguson Effect.
“To the best of author's knowledge, no paper has used the BLM protests to examine the Ferguson Effect.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe specification includes region-by-month fixed effects to control for seasonal effects by census region.
“The specification also includes region-by-month fixed effects (𝜌 rm ), to control for seasonal effects by census region; state-by-year time trends (t * 𝜎 s ); and year fixed effects (𝜏 t ).”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataLimiting the sample to the 20 states with the most protests yields a point estimate that decreases slightly but remains negative and significant.
“Although the point estimate for the previous month's protests decreases slightly, it does still remain negative and significant.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationNonviolent political protest movements can spur citizens to vote.
“Additionally, it has also been shown that nonviolent political protests movements can spur citizens to vote (Madestam et al. 2013;Wasow 2017).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Madestam et al. 2013 source
- cites Wasow 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationExternal regulation of police forces increased crime rates in the short run.
“Examining a recent federally mandated reform, 2 the authors find that external regulation of police forces increased crime rates in the short run.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rushin and Edwards (2017)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThere is evidence of a decrease in police stops in towns and cities across Missouri, but no evidence of increased total, violent, or property crime rates in Missouri or large cities across the country.
“There is evidence of a decrease in police stops in towns and cities across Missouri (Shjarback et al. 2017), but there is no evidence of increased total, violent, or property crime rates in Missouri or large cities across the country (Pyrooz et al. 2016;Shjarback et al. 2017).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims. The quote only partly states this claim.
Study design and conductnone givenThe dataset compiled for this study is the largest and most complete dataset on this subject.
“To the best of author's knowledge, this is the largest and most complete dataset that has been compiled on this subject.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisenone givenThe Ferguson Effect theorizes that increased scrutiny on law enforcement officer behavior has led to a decrease in proactive policing.
“The Ferguson Effect theorizes that increased scrutiny on law enforcement officer behavior has led to a decrease in proactive policing.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The number of BLM protests is a valid proxy for the intensity of the BLM movement and the level of public scrutiny on police.
“The number of protests (protests rsmt ) is used as a proxy to measure the intensity of the BLM movement in a state and month.”
“For both of these questions, I use the number of BLM protests as a measure of intensity of the movement in a state across time.”
The paper relies on this without support.
BLM protests increased scrutiny of police actions.
“As protests bring a higher level of scrutiny to police actions, they may lead to fewer fatal interactions with law enforcement.”
The paper relies on this without support.
Areas of the country that witnessed more police violence against Blacks were more likely to have more BLM protests.
“It is reasonable to believe that areas of the country that witnessed more police violence against Blacks were more likely to have more BLM protests.”
The authors state this as an assumption.
Proactive policing would not have an impact on arrest rates for more serious crimes, but could impact arrest rates for less serious offenses.
“It is reasonable to assume that proactive policing would not have an impact on arrest rates for more serious crimes, but could impact arrest rates for less serious offenses.”
The paper relies on this without support.
The BLM movement specifically aims to lower police violence against Blacks.
“The BLM movement specifically aims to lower police violence against Blacks.”
The paper relies on this without support.
The number of protests within a month is an imperfect measure of BLM activity, especially given the variation in the size of states.
“Number of protests within a month is an imperfect measure of BLM activity, especially given the variation in the size of states.”
The paper relies on this without support.
The intensity of the protest movement may be best captured by the number of protesters involved in protests each month.
“The intensity of the protest movement may be best captured by the number of protesters involved in protests each month.”
The paper relies on this without support.
There is likely a large amount of measurement error in the size of demonstrations.
“It is important to note that there is likely a large amount of measurement error in the size of demonstrations, so attempts to interpret the exact size of the impact an additional protester might have on fatal encounters should be avoided.”
The paper relies on this without support.
Non-Black includes other minorities which may be impacted by the BLM movement.
“Yet, non-Black includes other minorities which may be impacted by the BLM movement.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
The stated study period spans eight years, not nine
MinorThe paper says the data run from 2010 through 2017, an inclusive span of eight years, but the conclusion calls it nine years.
“Using 9 years of nationwide data, this paper examines the impacts of the BLM movement on fatal interactions with police as well as its impact on crime and arrests.”
“The combined dataset used for analysis is a monthly panel of the 50 states and Washington, DC from 2010 through 2017.”
Robustness discussion points to the wrong table
MinorThe described top-20-state specification appears in Table 5 column 3, whereas Table 4 column 3 concerns DUI arrests and does not restrict the sample to the top 20 protest states.
“Column 3 of Table 4 replicates column 1 but limits the sample to the top 20 protest states, with the idea that states with more protests may be inherently different from states where relatively few protests took place.”
“Table: 4 TABLE 4 Protest Impacts on Less-Serious ArrestsDependent variable is arrests for crimes normalized by respective populations.Sample includes years 2010-2017 for Washington, DC and all states except Florida which only has data for 2017.”
Some first-lag indicator estimates are statistically significant
MinorThe discussion describes the first-lag indicator estimates as statistically insignificant, but Table 6 marks the estimates at thresholds of two and three protests as significant at the 5% and 10% levels, respectively.
“Although statistically insignificant due to large standard errors, the point estimates for the first lagged protest indicator are consistently negative”
“Protests indicator lag 1 month | 0.0491 | -0.245** | -0.180* | -0.153 | -0.193 |”
First-lag indicator estimates are not consistently negative
MinorThe discussion says the first-lag estimates are negative at every threshold, but Table 6 reports a positive estimate of 0.0491 at the threshold of at least one protest.
“the point estimates for the first lagged protest indicator are consistently negative and of roughly the same magnitude across all cutoff values for the protest indicator.”
“Protests indicator lag 1 month | 0.0491 | -0.245** | -0.180* | -0.153 | -0.193 |”
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Social Movements and Access to CreditPreprint
Yoon, J. S. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4612160
Commuting while Black: compensating differentials and Black–White wage gap in Canada
Dilmaghani, M. (2024) · International Journal of Manpower · doi:10.1108/ijm-01-2023-0042
“The Movement Never Came Here”: Civil Rights Organizational Presence and Southern Racial Inequality
Williams, D. M. (2024) · Research in social movements, conflicts and change · doi:10.1108/s0163-786x20240000048006
The consequences of urban riots in France and the United States: a comparative review
Bonnet, F., & Derff, P. L. (2024) · French Politics · doi:10.1057/s41253-024-00266-z
Credence for clearance rates: modeling police clearance rates in Canadian municipalities
Giacomantonio, C., Hodgkinson, T., & Andresen, M. A. (2025) · Police Practice and Research · doi:10.1080/15614263.2025.2605452
Climate Disasters, Social Media, and Climate ActivismPreprint
Coury, M., & Winichakul, P. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6127964
Artís, A. C. (2021) · doi:10.70675/ff61399czea3cz4f90zac7fz50c569f944c7
Raja, U. S., & Pendergast, P. M. (2026) · Sociological Perspectives · doi:10.1177/07311214261438756
“Elephrame remains one of the most comprehensive datasets documenting BLM protests and has been widely used by researchers (Dunivin et al. 2022; Skoy 2021).”
Ruffin, J. R., Foxworth, G., & Underwood, M. (2026) · Race and Justice · doi:10.1177/21533687261451717
Reid, J. C., Espinoza, D. A., & Kelley, A. E. (2026) · Race and Justice · doi:10.1177/21533687261455683
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Winichakul, K. P., & Coury, M. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7446710
Parker, K. F., & Hughes, C. (2026) · Race and Justice · doi:10.1177/21533687261489287
- Authors
- Skoy, E.
- Affiliations
- University of Colorado Boulder (US)
- Corresponding author
- Skoy, Evelyn
- ORCID
- Skoy, Evelyn
- Venue
- Contemporary Economic Policy
- Publisher
- Wiley
- Published
- 2020-10-20
- Volume
- 39
- Issue
- 2
- Pages
- 280-291
- ISSN
- 1074-3529 (ISSN-L)
- 1465-7287
- OpenAlex
- W3093911227
- Cited by
- 42
- References
- 15
- Citations by year
- 2026: 7 · 2025: 1 · 2024: 11 · 2023: 9 · 2022: 6 · 2021: 7 · 2020: 1
- FWCI
- 19.85
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Contemporary Economic Policy (publishedVersion)
- Topics
- Social Sciences › Political Science and International Relations › Policing Practices and Perceptions
- Social Sciences › Sociology and Political Science › Criminal Justice and Corrections Analysis
- Social Sciences › Sociology and Political Science › Race, History, and American Society
- Keywords
- Black Lives Matter, protest, police use of force, crime, arrests, proactive policing, social movements, racial disparities in policing, African Americans
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