Case Study

NYE to New Year Morning Transition

Analysis of 910,363 rides during the New Year period reveals critical safety patterns around the midnight transition. Between 19:00-20:00, danger peaks at 169% as roads fill with last-minute travel; after midnight, from 00:00-04:00, danger drops to just 23-48%. High risk doesn't follow the clock. It follows human behavior.

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01 · Executive Summary

High risk doesn't follow the clock, it follows behavior.

Analysis of 910,363 rides during the New Year period reveals critical safety patterns around the midnight transition. Between 19:00 and 20:00, danger peaks at 169% as roads fill with last-minute travel, mixed intentions, and time pressure.

After midnight, the pattern flips. From 00:00 to 04:00, danger drops to just 23-48%, driven by significantly reduced traffic volume. High risk doesn't follow the clock. It follows human behavior.

Total Rides
910,363
New Year period analyzed
Total Hard Brakes
6,870
Across the study window
Danger Spike · NYE 19:00-20:00
169%
Last-minute travel, time pressure
Post-Midnight Low · 00:00-04:00
23-48%
Reduced traffic, most people off the road
◆ The Critical Finding

The danger index expresses each hour's risk relative to baseline (100%). The single sharpest signal is the early-evening spike on New Year's Eve, not the post-midnight hours that conventional wisdom would flag. The risk concentrates where human behavior concentrates: the rush to celebrations.

02 · Day-Level Analysis

NYE leads on both traffic and danger.

Baseline: 195,092 rides/day and 7.48 hard brakes per 1,000 rides. Across the four-day window, New Year's Eve carries both the highest traffic and the highest danger; Jan 2 sees traffic fall but danger rebound.

DayRidesHB RateTraffic IdxDanger IdxAssessment
NY −1 · Dec 31260K7.82133.5%104.5%High danger
NY · Jan 1259K7.37133.1%98.5%Moderate
NY +1 · Jan 2184K7.7794.6%103.8%High danger
NY +2 · Jan 3205K7.22105.4%96.6%Moderate
  • NYE (NY −1): highest traffic (133.5%) AND danger (104.5%), peak celebration travel.
  • New Year's Day: high traffic but danger normalizes (98.5%), post-midnight caution.
  • Jan 2 (NY +1): traffic drops but danger rebounds (103.8%), the fatigue factor.

Ride counts shown in thousands; day-level rides run ~184K-260K against the 195,092/day baseline.

03 · The Hourly Transition

The danger zone is 18:00-20:00.

Hour by hour from early evening on Dec 31 through the morning of Jan 1, the danger index peaks at 19:00 (169%) then collapses after midnight, before a morning rebound at 07:00.

Dec 31 18:00
115%
Dec 31 19:00 · Peak
169%
Dec 31 20:00
128%
Dec 31 21:00
99%
Dec 31 22:00
72%
Dec 31 23:00
97%
Jan 1 00:00
45%
Jan 1 01:00
41%
Jan 1 02:00
48%
Jan 1 03:00
44%
Jan 1 04:00 · Safest
23%
Jan 1 05:00
108%
Jan 1 06:00
59%
Jan 1 07:00
115%
TimeRidesHBRateDanger
Dec 31 18:0016,3501358.26115%
Dec 31 19:0013,4671138.39169%
Dec 31 20:0011,034938.43128%
Dec 31 21:009,118707.6899%
Dec 31 22:007,259496.7572%
Dec 31 23:005,731427.3397%
Jan 1 00:004,409214.7645%
Jan 1 01:003,566174.7741%
Jan 1 02:002,978186.0448%
Jan 1 03:002,821155.3244%
Jan 1 04:003,37582.3723%
Jan 1 05:004,765326.72108%
Jan 1 06:006,999355.0059%
Jan 1 07:009,334697.39115%
Danger Zone
169%
18:00-20:00, peak at 19:00
Party-goers heading to celebrations. The sharpest window of the entire transition.
Safe Window
23-48%
00:00-04:00
Danger drops to its lowest as most people are off the road after midnight.
Safest Hour
23%
04:00 Jan 1
Only 23% danger index with 2.37 hard brakes per 1,000 rides.
Morning Spike
115%
07:00 Jan 1
Danger rebounds as tired and hungover drivers head out.
04 · Hour-Day Combinations

19:00 owns the danger ranking.

Ranking every hour-and-day combination, 19:00 appears at the top across multiple days; the safest combinations all cluster in the 01:00-04:00 post-midnight window.

Most DangerousHourRidesHBRateDanger
NY −119:0013,4671138.39169%
NY19:0013,4891067.86159%
NY23:007,9219111.49153%
NY +119:009,900676.77137%
NY −113:0017,1381719.98136%
SafestHourRidesHBRateDanger
NY04:003,37582.3723%
NY −102:002,934144.7738%
NY −103:002,897144.8340%
NY01:003,566174.7741%
NY03:002,821155.3244%

NY −1 = Dec 31, NY = Jan 1, NY +1 = Jan 2. Danger index relative to the 100% baseline.

05 · Key Findings & Recommendations

When to drive, when to stay put.

Finding 01
137-169%
19:00 is consistently the most dangerous hour
Danger indices of 137-169% across multiple days.
Finding 02
153%
Jan 1 late evening is dangerous
23:00 shows 153% danger, tired revelers finally heading home.
Finding 03
Safe
Midnight-4 AM is surprisingly safe
Counter-intuitively, most people stay put after celebrations.
Finding 04
Rebound
The morning after (Jan 2) rebounds
Return-to-work traffic shows elevated danger despite lower volume.
● Safest Travel
  • NYE: before 17:00, or stay put until after midnight
  • Jan 1: 06:00-06:59 or 10:00
▲ Avoid & Use Extra Caution
  • Avoid 18:00-20:00 on Dec 31 (peak danger)
  • Avoid 23:00 on Jan 1 (late-night spike)
  • Extra caution: evening hours (19:00) remain dangerous through Jan 2

Based on Nexar's Ride and Incident data, December 2024 - January 2025. Developed by Rui Carneiro, Nexar's BI Lead. Data source: Nexar's BigQuery Data Warehouse; location data compared against OpenStreetMap; analytical model developed with Claude AI assistance.