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Use of force is often shaped by perception under stress. When perception narrows, time collapses. When time collapses, distance closes. When distance closes, options disappear — and force becomes more likely.
In this episode of the Blue Line Project, we break down the connection between force science, procedural justice, and Sir Robert Peel’s principles. Nearly 200 years ago, Peel argued that police effectiveness depends on public approval and voluntary cooperation. Modern research confirms what he understood: when people believe they are treated fairly, resistance decreases and compliance increases.
This isn’t about weakening enforcement.
It’s about strengthening judgment.
Sources Cited in Broadcast:
https://nypost.com/2026/02/10/business/apple-news-promotes-left-leaning-media-outlets-as-it-shuts-out-conservative-sites-entirely-study/
https://www.crimeinamerica.net/54-million-police-citizen-contacts-2-percent-involve-force-or-threat-of-force/
Alex Pretti KARE11 News - https://youtu.be/DuWsYt6aJ5M?si=z0rg-J7EKl2wYNqf
Renne Good video - New York Post: https://youtu.be/5SafgHV2wLM?si=NURniL91oea_MxFm
Procedural Justice Training: https://www.pnas.org/doi/10.1073/pnas.1920671117
Multi City Hotspots: https://crimejusticelab.org/wp-content/uploads/2022/04/Procedural-Justice-Police.pdf
https://www.policinginstitute.org/wp-content/uploads/2022/06/NPI-Research-in-Brief-Hot-Spots-Jun-2022.pdf
2023 Meta-analysis: https://www.air.org/project/effectiveness-reform-efforts-focused-police-use-force-and-complaints-systematic-review-and
https://academic.oup.com/policing/article/doi/10.1093/police/paae126/7913517
Community Policing: Building Trust to Lower force harm. https://news.yale.edu/2019/09/16/study-finds-community-oriented-policing-improves-attitudes-toward-police
De-Escalation Training: Louisville ICAT RCT (Engel et al., 2022); Tempe, AZ Squad RCT (White et al., 2023)
https://leknowledgelab.org/wp-content/uploads/2023/09/LEKL-Research-Summary_Police-De-Escalation-Training.pdf
By John Gabrielson
Use of force is often shaped by perception under stress. When perception narrows, time collapses. When time collapses, distance closes. When distance closes, options disappear — and force becomes more likely.
In this episode of the Blue Line Project, we break down the connection between force science, procedural justice, and Sir Robert Peel’s principles. Nearly 200 years ago, Peel argued that police effectiveness depends on public approval and voluntary cooperation. Modern research confirms what he understood: when people believe they are treated fairly, resistance decreases and compliance increases.
This isn’t about weakening enforcement.
It’s about strengthening judgment.
Sources Cited in Broadcast:
https://nypost.com/2026/02/10/business/apple-news-promotes-left-leaning-media-outlets-as-it-shuts-out-conservative-sites-entirely-study/
https://www.crimeinamerica.net/54-million-police-citizen-contacts-2-percent-involve-force-or-threat-of-force/
Alex Pretti KARE11 News - https://youtu.be/DuWsYt6aJ5M?si=z0rg-J7EKl2wYNqf
Renne Good video - New York Post: https://youtu.be/5SafgHV2wLM?si=NURniL91oea_MxFm
Procedural Justice Training: https://www.pnas.org/doi/10.1073/pnas.1920671117
Multi City Hotspots: https://crimejusticelab.org/wp-content/uploads/2022/04/Procedural-Justice-Police.pdf
https://www.policinginstitute.org/wp-content/uploads/2022/06/NPI-Research-in-Brief-Hot-Spots-Jun-2022.pdf
2023 Meta-analysis: https://www.air.org/project/effectiveness-reform-efforts-focused-police-use-force-and-complaints-systematic-review-and
https://academic.oup.com/policing/article/doi/10.1093/police/paae126/7913517
Community Policing: Building Trust to Lower force harm. https://news.yale.edu/2019/09/16/study-finds-community-oriented-policing-improves-attitudes-toward-police
De-Escalation Training: Louisville ICAT RCT (Engel et al., 2022); Tempe, AZ Squad RCT (White et al., 2023)
https://leknowledgelab.org/wp-content/uploads/2023/09/LEKL-Research-Summary_Police-De-Escalation-Training.pdf