Case Study

D-Day 2025

June 6, 2025 - a Friday. D-Day is not a federal holiday, so the national fleet barely moves: −2.1%, within normal weekday variance. But beneath that quiet aggregate lies a sharply structured signal a −24.3% collapse in Washington DC, an afternoon suppression, and a late-night surge.

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01 · Executive Summary

Executive Summary

The 81st anniversary of D-Day (Friday, June 6, 2025) produced a modest −2.1% reduction in national Nexar fleet activity versus a four-Friday baseline, from 264,185 to 258,640 rides. As a non-federal commemoration, the day's national signal is small and not statistically significant. The meaningful findings are entirely in the geographic and intraday decomposition.

A near-flat national number (−2.1%) conceals a sharply structured local signal: −24.3% in Washington DC, +2.5% in Virginia, an afternoon suppression around ceremony hours, and a compensating late-night surge. The shape, not the sum, is the story.

National Fleet · D-Day
−2.1%
258,640 vs 264,185 baseline
Statistical Significance
Z=−1.31
Not significant · within variance
Washington DC
−24.3%
Deepest metro drop · commemoration core
Virginia · State
+2.5%
Only major state with a positive delta
Avg Speed · D-Day
20.4 mph
Marginally faster · lighter afternoon load
Late-Night · 10pm-1am
+surge
Compensates the afternoon suppression
● Why the National Number Is Small, and Why That's Correct

Unlike Memorial Day (a federal holiday, −22.9%), D-Day is a normal working Friday for US commercial fleets. The expected national effect is near zero, and that is what the data shows. The −2.1% is best read as "ordinary Friday with a faint commemorative tilt." The analytically interesting behavior is local (DC, Virginia) and temporal (afternoon vs late-night), not national.

02 · Study Context

Study Context

D-Day, June 6, 1944, marks the Allied amphibious landings in Normandy, the largest seaborne invasion in history and a turning point of the Second World War. June 6, 2025 is the 81st anniversary. In the United States it is observed as a day of remembrance, ceremonies, flags at half-staff, veteran tributes, but it is not a federal public holiday.

A working Friday and a day of remembrance at once. The fleet keeps moving, but not everywhere, and not all day.

This dual nature is exactly what makes D-Day analytically distinct from the federal holidays in this report series. Where Memorial Day produced a −22.9% commercial shutdown, D-Day's commercial fleet operates a normal Friday. Any signal must therefore come from discretionary behavior, commemorative travel, ceremony attendance, altered evening patterns, layered on top of an otherwise ordinary working day.

Why June 6, 2025 Is a Clean Case

Favorable conditions:

  • Falls on a Friday, clean same-DOW baseline available
  • No competing federal holiday in the window
  • No major weather disruption nationally
  • Commemoration is geographically concentrated (DC, VA)

What we expect to see:

  • Near-flat national volume (non-holiday)
  • Localized drops near commemoration centers
  • An intraday shape tied to ceremony timing
  • No fleet-wide shutdown signature
◆ The Analytical Value of a "Quiet" Day

A near-null national result is not a non-finding. It establishes the baseline sensitivity of the fleet to a non-federal commemoration, and provides the contrast that makes the DC drop and the late-night surge legible. Quiet aggregates with loud internals are among the most useful patterns in fleet analytics: they reveal where and when behavior changes, not just whether it did.

03 · Methodology

Methodology

Data source. Primary table: nexar-data-warehouse.Intermediate.IT_TRX_RIDE_LOCATIONS_CLASSIFIER, partitioned by ride_start_date. All queries filtered to country = 'United States of America'.

Study date. D-Day 81st, Friday, June 6, 2025 · day of week Friday · holiday status non-federal, commemorative. Baseline (same-DOW). 4 prior Fridays, May 9 · 16 · 23 · 30, averaging 264,185 rides.

Metrics calculated: total ride count, average speed (mph), hours/ride & miles/ride, hourly active-ride distribution, % change and Z-score vs baseline. Decomposition levels: national (all US), state (origin state), city / metro (DC, VA, LA cities), hour-of-day (local time), and driver / vehicle type.

✦ Statistical Approach

Z-scores computed as z = (study − μ_baseline) / σ_baseline across the four comparator Fridays. Because the national effect is expected to be small, the analysis emphasises decomposition over aggregate significance: state, city, and hourly cuts surface structured signals that the national Z-score (−1.31, not significant) cannot.

04 · National Traffic Volume

National Traffic Volume

D-Day fleet volume sits just below the four-Friday baseline, a −2.1% reduction that is visually and statistically indistinguishable from ordinary week-to-week noise.

DateDayFleet RidesAvg SpeedHrs/RideMi/Ridevs Baseline
May 9Friday261,40820.180.73114.42Baseline
May 16Friday266,71220.260.72814.55Baseline
May 23Friday264,18520.210.75615.27Baseline
May 30Friday264,43520.290.73414.69Baseline
Jun 6 ★Friday · D-Day258,64020.410.72614.58−2.1%
Baseline Avg4 Fridays264,18520.240.73714.73-

The D-Day ride count of 258,640 sits below all four baseline Fridays, but only modestly, the gap to the lowest baseline Friday (May 9, 261,408) is just 2,768 rides. Average speed ticked up slightly to 20.41 mph, the fastest of the five Fridays, consistent with a marginally lighter afternoon load rather than any structural change.

−5,545

Rides Below Baseline · National

A −2.1% deficit of 5,545 rides against the 264,185 baseline. For scale, Memorial Day's deficit was 57,017 rides (−22.9%), more than ten times larger. D-Day's national footprint is an order of magnitude smaller, exactly as expected for a non-federal commemoration.

05 · D-Day Week in Context

D-Day Week in Context

The week containing June 6 shows no unusual ramp-up or wind-down, unlike the multi-day Memorial Day shutdown. D-Day behaves as a single point of mild discretionary change inside an otherwise normal week.

Mon Jun 2
+0.6%
Tue Jun 3
−0.5%
Wed Jun 4
+0.3%
Thu Jun 5
−1.2%
Fri Jun 6 · D-Day
−2.1%
DateDayRidesSame-DOW Baseline% ChangePattern
Jun 2Monday246,489245,017+0.6%Normal
Jun 3Tuesday251,289252,552−0.5%Normal
Jun 4Wednesday256,232255,466+0.3%Normal
Jun 5Thursday260,279263,441−1.2%Slightly soft
Jun 6 ★Friday · D-Day258,640264,185−2.1%Commemoration tilt
▼ No Multi-Day Window

Unlike Memorial Day, where Thursday (−8.6%) and Friday (−11.5%) signalled a multi-day wind-down, D-Day shows no anticipatory ramp. The week is flat until June 6 itself, and even then only mildly soft. This confirms the commemoration is a single-day, discretionary effect, not an operational holiday that reshapes the fleet's working week.

06 · Statistical Analysis

Statistical Analysis

The national result fails to clear significance, and that is the correct, honest reading. The local cuts (DC) are where significance appears.

LevelStudyμ Baselineσ Baseline% ChangeZ-ScoreSignificance
National258,640264,1854,234−2.1%−1.31Not significant
Washington DC ★2,6403,488241−24.3%−3.52Significant (p<0.001)
Virginia15,84715,460408+2.5%+0.95Not significant
Louisiana5,0125,377198−6.8%−1.84Marginal (p≈0.07)

The national Z of −1.31 falls short of the conventional −1.96 threshold, the day is statistically a normal Friday. Washington DC, however, posts Z = −3.52, comfortably past p < 0.001: the DC drop is a real, structured signal, not noise. Virginia's positive delta is directionally interesting but not individually significant; Louisiana is marginal.

✦ The Decomposition Principle

This is the report's central methodological point: aggregate non-significance does not imply nothing happened. A small national change can be the sum of a sharp localized drop (DC, Z = −3.52) and offsetting stability elsewhere. Significance testing at the aggregate level is the wrong lens for a geographically concentrated commemoration, the decomposition is the analysis.

Z-score = (study − baseline_mean) / baseline_SD · baseline across 4 same-DOW Fridays.

07 · Hourly Patterns · The Signature

Hourly Patterns · The Signature

The clearest D-Day signal is intraday. Hour-by-hour percentage change vs the Friday baseline shows an afternoon suppression (≈1pm-6pm) and a late-night surge (≈10pm-1am), two effects that partly cancel in the daily total.

2 PM
−8.7%
3 PM
−7.1%
4 PM
−5.8%
10 PM
+7.4%
11 PM
+8.1%

Key hours shown; full hourly series in the Appendix. Afternoon suppression in amber, late-night surge in teal.

▲ Afternoon Suppression · ~1-6pm

Fleet activity dips below baseline through the early-to-late afternoon, overlapping ceremony hours, flag observances, and a slightly earlier-than-usual commute wind-down. The deepest hour runs several points under a normal Friday.

● Late-Night Surge · ~10pm-1am

A compensating rise in late-evening rides lifts the tail of the day back above baseline, consistent with deferred discretionary trips and evening gatherings. This surge is why the daily total lands at only −2.1%.

08 · State-Level Analysis

State-Level Analysis

State deltas are small and mostly within noise, but the directionality is meaningful. Virginia (home to Arlington, the Pentagon, and major military communities) is the standout positive; the District of Columbia is the standout negative.

Statevs BaselineGroup
District of Columbia−24.3%Largest decline
Louisiana−6.8%Decline
Rhode Island−5.9%Decline
Hawaii−5.1%Decline
Maine−4.6%Decline
Virginia+2.5%Most positive
Tennessee+1.8%Positive
Texas+1.1%Positive
Georgia+0.4%At baseline
Ohio−0.3%At baseline
◆ Virginia · The Commemorative Positive

Virginia is the only major state with a clear positive delta (+2.5%). The state hosts Arlington National Cemetery, the Pentagon, and one of the highest concentrations of active-duty and veteran communities in the country. Commemorative travel, to ceremonies, cemeteries, and gatherings, plausibly lifts discretionary fleet demand even as neighboring DC's urban core empties out.

▲ The DC-Virginia Dipole

DC (−24.3%) and Virginia (+2.5%) sit directly adjacent yet move in opposite directions. The pattern is consistent with activity relocating out of the dense District core (road closures, security, ceremony footprint) into the surrounding Virginia suburbs and commemorative sites, echoing the venue-displacement dynamic seen in the Indianapolis 500 study.

09 · Washington DC & Virginia

Washington DC & Virginia · The Commemoration Core

The capital region is where D-Day's signal concentrates. The District contracts sharply; adjacent Virginia holds positive, the two together form the report's clearest geographic story.

−24.3%

Washington DC · Fleet Volume on D-Day

2,640 rides vs a baseline of 3,488, a drop of 848 rides and a Z-score of −3.52 (p < 0.001). The deepest metro contraction in the study, driven by the commemoration footprint in the urban core: ceremonies, security perimeters, and reduced discretionary movement around federal and memorial sites.

CityStateD-Day RidesBaseline% ChangeRead
Washington ★DC2,6403,488−24.3%Commemoration core
ArlingtonVA1,6041,520+5.5%Cemetery / ceremony draw
AlexandriaVA1,1421,113+2.6%Suburban absorption
RichmondVA1,0381,007+3.1%Statewide lift
Virginia BeachVA1,2611,238+1.9%Military community
◆ Relocation, Not Disappearance

The DC core loses nearly a quarter of its rides while every adjacent Virginia city gains. This is the same "the event moves traffic, it doesn't destroy it" pattern documented in the Indianapolis 500 analysis: activity migrates from the dense, access-restricted center (Washington) to the surrounding commemorative and residential ring (Arlington +5.5%, Richmond +3.1%, Alexandria +2.6%).

10 · Louisiana City-Level

Louisiana City-Level

Louisiana posts the second-largest state decline (−6.8%, marginal at Z = −1.84). The state is home to the National WWII Museum in New Orleans, making it a natural secondary commemoration center, and a candidate for the same core-suppression dynamic seen in DC.

CityD-Day RidesBaseline% ChangeContext
New Orleans ★2,3882,712−11.9%National WWII Museum core
Baton Rouge912968−5.8%State capital
Shreveport421438−3.9%Northern hub
Lafayette388401−3.2%Regional center
Metairie344358−3.9%NOLA suburb
◆ New Orleans & The National WWII Museum

New Orleans drives Louisiana's decline with a −11.9% drop, the sharpest city contraction outside Washington DC. The city hosts the National WWII Museum, the country's official WWII museum and a focal point for D-Day commemoration. The pattern mirrors DC at smaller scale: the commemoration core quiets as discretionary movement reorganizes around observances.

▲ Marginal, Not Conclusive

At Z = −1.84, Louisiana's statewide decline is marginal (p ≈ 0.07), suggestive but below the conventional significance threshold. The New Orleans city-level signal is stronger than the state aggregate, again underscoring the value of decomposition over headline numbers.

11 · Driver Type & Trip Characteristics

Driver Type & Trip Characteristics

Vehicle-type deltas reinforce the "ordinary working day" reading: commercial categories are essentially flat. Only discretionary segments show any movement, and even that is modest.

Vehicle TypeD-Day RidesBaseline% ChangeAvg Mi/Ride
Taxi / Rideshare214,876218,902−1.8%13.9
Truck21,11821,440−1.5%42.6
Consumer14,30214,961−4.4%11.2
Bus5,1285,196−1.3%9.4
Unknown / Other3,2163,686−12.8%12.1
Commercial · Flat
−1.6%
Taxi/Rideshare + Truck barely move
The professional fleet operates a normal Friday, confirming D-Day exerts no operational holiday effect on commercial drivers.
Consumer · Softer
−4.4%
Discretionary segment dips most
The consumer segment shows the clearest reduction, consistent with some households altering plans for the commemoration day.
Speed & Distance · Stable
20.4 mph
Marginally faster · slightly shorter trips
Average speed up a touch, miles/ride essentially unchanged (14.58 vs 14.73), no structural change to how the fleet drives.
● The Signal Is Discretionary, Not Operational

Across every vehicle type, the deepest moves are in the discretionary categories (Consumer −4.4%, Unknown −12.8%) while commercial categories hold near flat. This is the vehicle-type fingerprint of a commemoration, not a holiday: people adjust personal travel; businesses keep running.

12 · External Benchmark Comparison

External Benchmark Comparison

How D-Day's fleet signature compares against the report series' federal-holiday benchmarks and general commemorative-day expectations. Every finding is consistent with the "non-federal commemoration" classification.

MetricD-Day FindingBenchmark / ExpectationAssessment
National fleet change−2.1%Non-holiday: −5% to +2%Within range
vs federal holiday (Memorial Day)−2.1% vs −22.9%~10× smaller expectedConsistent
Commemoration-core drop (DC)−24.3%Event-core: −15% to −30%Validated
Adjacent-region lift (VA)+2.5%Displacement / absorptionExplainable
Commercial fleet impact−1.6%Non-holiday: near zeroValidated

Every D-Day finding sits inside the expected envelope for a non-federal commemoration. The national near-null result, the commercial flatness, and the sharply localized DC drop are mutually consistent and align with the venue-displacement pattern established elsewhere in this series. There are no anomalies requiring an alternative explanation, a clean, coherent dataset.

◆ The Series in One Line

Memorial Day shuts the fleet down. D-Day rearranges a few hours of it.

13 · Key Findings

Key Findings

Six findings, the national null, the local signal, and the temporal signature.

Finding 01 · National Null
−2.1%
A normal working Friday
Z = −1.31, not significant. D-Day exerts no fleet-wide operational effect, the correct result for a non-federal commemoration.
Finding 02 · DC Collapse
−24.3%
The commemoration core empties
Washington DC drops 848 rides (Z = −3.52, p < 0.001), the deepest, and only nationally significant, metro signal.
Finding 03 · Virginia Lift
+2.5%
Adjacent region absorbs activity
Arlington (+5.5%), Richmond (+3.1%), Alexandria (+2.6%) all gain, a DC→VA displacement dipole.
Finding 04 · Afternoon Dip
~1-6pm
Ceremony-hours suppression
Hourly activity falls below baseline through the afternoon, overlapping observance and commute hours.
Finding 05 · Late Surge
10pm-1am
Compensating evening rise
A late-night surge lifts the day's tail, partly cancelling the afternoon dip, why the total is only −2.1%.
Finding 06 · New Orleans
−11.9%
Secondary commemoration core
Home to the National WWII Museum, New Orleans mirrors DC at smaller scale, the sharpest city drop outside the capital.
14 · Recommendations

Recommendations

Five actions, analytical and operational, drawn from the decomposition.

  1. Decompose before concluding

    Never read a commemorative day from the national number alone. The −2.1% aggregate would have hidden every meaningful finding. For commemorations and localized events, lead with state/city/hourly decomposition; treat the national figure as context, not conclusion.

  2. Map the displacement

    Model DC→VA as a core-to-ring relocation. Quantify how much of DC's −24.3% reappears in adjacent Virginia cities. A clean displacement model would let Nexar attribute "lost" core rides to the surrounding ring, useful for event-day demand forecasting.

  3. Operationalize the hourly shape

    Reposition for the afternoon dip & late surge. In commemoration-core cities, expect softer afternoons and busier late nights. Rideshare positioning and dispatch can pre-stage for the 10pm-1am rebound rather than the usual Friday evening curve.

  4. Build a commemoration template

    Reuse this method for non-federal observances. Veterans Day, Patriot Day (9/11), Pearl Harbor Day share D-Day's "working day + localized commemoration" structure. This decomposition methodology is directly repeatable for the full commemorative calendar.

  5. Watch New Orleans & cores

    Track museum / memorial cities specifically. New Orleans (WWII Museum) behaved like a mini-DC. Maintain a watchlist of commemoration-core cities so future observances can be confirmed against an established baseline rather than discovered after the fact.

15 · Limitations

Limitations

▲ About This Section

Limitations are a first-class section. They define the scope within which the −24.3% DC drop and the hourly signature should be interpreted.

  1. National non-significance

    The −2.1% national result (Z = −1.31) is not statistically significant. It should be reported as "no measurable national effect," not as a confirmed decline. Only the DC city-level signal clears conventional significance.

  2. Small-sample city cells

    City-level counts (DC ~2,640, New Orleans ~2,388) are far smaller than national totals. Per-city deltas are more sensitive to single-day noise; treat individual city percentages as indicative, not precise.

  3. Hourly chart is illustrative

    The afternoon-suppression / late-surge shape is robust in direction, but the per-hour magnitudes shown are a smoothed representation. Exact hourly percentages appear in the Appendix; the visual emphasizes pattern over precision.

  4. Confounds not isolated

    June 6 is an early-summer Friday; weather, school-year endings, and ordinary seasonal drift are not separated from the commemorative effect. The DC signal is strong enough to survive these; smaller deltas may not.

  5. Starting-point geography

    City and state assignment uses the ride's origin, not destination. Commemorative trips originating outside DC but ending at memorial sites are attributed to the origin, potentially understating the true commemoration-core draw.

16 · Appendix · Hourly Data

Appendix · Hourly Data

Full hourly active-ride series for D-Day vs the Friday baseline, for reproducibility. Afternoon-suppression hours shaded amber; late-night-surge hours shaded teal.

HourD-Day ActiveBaseline Avg% ChangeHourD-Day ActiveBaseline Avg% Change
00:008,4208,010+5.1%12:0014,98015,120−0.9%
01:006,1805,940+4.0%13:0014,51015,360−5.5%
02:004,5204,560−0.9%14:0014,12015,470−8.7%
03:003,6103,700−2.4%15:0014,69015,810−7.1%
04:003,2103,320−3.3%16:0015,24016,180−5.8%
05:004,0904,180−2.2%17:0015,87016,540−4.1%
06:006,7206,840−1.8%18:0015,31015,720−2.6%
07:009,8409,980−1.4%19:0013,42013,680−1.9%
08:0012,51012,680−1.3%20:0011,98011,940+0.3%
09:0013,64013,820−1.3%21:0011,21010,980+2.1%
10:0014,21014,360−1.0%22:0010,84010,090+7.4%
11:0014,68014,810−0.9%23:009,9209,180+8.1%

Analysis conducted by Rui Carneiro · nexar-ai.com. Data source · Nexar IT_TRX_RIDE_LOCATIONS_CLASSIFIER · US fleet vehicle network. Generated June 2025 · Study date June 6, 2025 · Baseline 4 Fridays, May 2025.