27-12-TAP Attachment D - Rider Experience.xlsx

XLSX spreadsheet 16 KB Posted

Attached to
On Demand Rideshare Service
Solicitation number
BD-27-1165-COSPD-COS01-132484
Issued by
Essex County, Massachusetts

About this file

This file is a performance metrics report for the Massachusetts Transportation Access Program (TAP) On Demand Rideshare Service covering the contract period from August 1, 2025, through July 31, 2026. The document presents operational data and rider experience analytics for the on-demand rideshare service intended to supplement existing public transportation and provide enhanced mobility access to TAP-eligible participants statewide. The report includes comprehensive monthly performance tracking across multiple service quality indicators throughout the one-year evaluation period.

The metrics demonstrate service performance across several key operational categories. Pickup ETA accuracy shows a deviation distribution centered near zero minutes, with the majority of bookings (approximately 19% of all bookings) occurring within a five-minute window of estimated arrival. Average ride duration ranges from 10.25 to 14.99 minutes monthly, while average ride distance varies between 2.22 and 3.42 miles. Pickup and dropoff walking distances average 274–323 meters and 205–278 meters respectively across the measurement period. Rider acceptance rates remain consistent between 75.4% and 80.1% throughout the contract term. The shared ride duration ratio averages approximately 61% utilization, and average pickup ETAs range from 20.66 to 24.04 minutes. Notable variations appear in July 2026, where several metrics decline significantly, potentially reflecting reduced service demand at the contract conclusion or data collection anomalies.

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1.Report Filters

Filter NameValue
Start Date2025-08-01
End Date2026-07-31
Group byMonths
Request Origin Zone
Request Destination Zone
Origin->Destination Zones
Weekdays
Booking Type
Service (Request)
Vendor Name
Booking requires >=1 WAV seat
Service (Shift)

2.Deviation ETA vs. Actual (On

PICKUP_ETA_ERRORBookings% Of Bookings
-5610.000007
-5510.000007
-5310.000007
-5210.000007
-4720.000013
-4610.000007
-4510.000007
-4210.000007
-4120.000013
-4020.000013
-3910.000007
-3810.000007
-3720.000013
-3540.000027
-3410.000007
-3330.00002
-3140.000027
-3050.000033
-2940.000027
-2880.000053
-2740.000027
-2670.000047
-25110.000073
-24200.000133
-23470.000312
-22570.000379
-21830.000551
-201010.000671
-191480.000983
-182230.001482
-172710.001801
-163020.002007
-154120.002737
-145000.003322
-135500.003654
-126480.004306
-117610.005056
-108510.005654
-911380.007561
-813070.008684
-719550.01299
-629230.019421
-544270.029414
-463470.042171
-391740.060955
-2129230.085864
-1161780.107491
0154970.102967
1132680.088157
2109110.072496
389580.05952
475780.05035
560580.040251
650830.033773
741550.027607
833680.022378
928060.018644
1021960.014591
1117330.011515
1213700.009103
1310960.007282
149190.006106
157370.004897
166010.003993
174660.003096
184100.002724
193600.002392
202660.001767
212110.001402
221690.001123
231440.000957
24900.000598
25930.000618
26760.000505
27720.000478
28610.000405
29420.000279
30250.000166
31470.000312
32340.000226
33160.000106
34180.00012
35170.000113
36180.00012
37170.000113
38100.000066
3960.00004
40100.000066
4170.000047
4270.000047
4380.000053
4460.00004
4570.000047
4610.000007
4740.000027
4850.000033
4920.000013
5030.00002
5240.000027
5320.000013
5420.000013
5510.000007
5610.000007
5720.000013
5810.000007
5910.000007
6010.000007
6120.000013
6210.000007
6920.000013
7020.000013
7310.000007
7710.000007
8910.000007
9010.000007
11610.000007
11910.000007
23710.000007

3.Average Ride Duration

TIMEAverage Ride Duration
2025-0812.78449898
2025-0914.94773162
2025-1014.99818247
2025-1113.83351569
2025-1213.24616549
2026-0112.83927513
2026-0213.48542053
2026-0313.95699331
2026-0414.27429461
2026-0514.94707906
2026-0614.67398864
2026-0710.2527618

4.Average Ride Distance

TIMEAverage Ride Distance
2025-083.082160058
2025-093.415354743
2025-103.365780562
2025-113.27915185
2025-123.189536697
2026-013.047418156
2026-023.120248087
2026-033.264278225
2026-043.364169594
2026-053.415950565
2026-063.321193434
2026-072.218238107

5.Average Pickup Walking Dista

TIMEAverage Pickup Walking Distance
2025-08274.25866803
2025-09295.684889572
2025-10296.922747036
2025-11298.59718
2025-12290.057904117
2026-01299.173591523
2026-02292.516894737
2026-03300.815723083
2026-04320.500289183
2026-05322.867221832
2026-06308.740222313
2026-07281.952266654

6.Rider Acceptance Rate

TIMERider Acceptance Rate
2025-080.788093
2025-090.758181
2025-100.754546
2025-110.792651
2025-120.797771
2026-010.778092
2026-020.780268
2026-030.792274
2026-040.791657
2026-050.799498
2026-060.800697
2026-070.794263

7.Average Dropoff Walking Dist

TIMEAverage Dropoff Walking Distance
2025-08204.53959092
2025-09236.34816676
2025-10239.19378289
2025-11230.71905974
2025-12229.20507577
2026-01241.58853197
2026-02233.39006743
2026-03244.19474855
2026-04266.46766145
2026-05277.77721628
2026-06257.54307563
2026-07209.54657406

8.Shared ride duration ratio

TIMEAggregation Rate
2025-080.553393416
2025-090.6657167689
2025-100.6460789046
2025-110.6463326165
2025-120.6240218015
2026-010.5978435127
2026-020.6027173021
2026-030.6265773672
2026-040.6338756479
2026-050.6607621684
2026-060.6356036552
2026-070.4393263204

9.Average Pickup ETA (On Deman

TIMEAverage Pickup ETA
2025-0820.7401614975
2025-0921.7990326983
2025-1021.0717226547
2025-1121.928149106
2025-1222.3121863189
2026-0123.0274455545
2026-0224.039349201
2026-0323.7695322535
2026-0423.3661501781
2026-0523.3978535115
2026-0623.3517082443
2026-0720.6649604043

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