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How Analytic Reporting Can Identify and Solve Paratransit Service Shortcomings
Will Rodman
VP, Business
Development
TSS Paratransit
Let’s Start at the Start
A goal of most paratransit systems: to minimize
unit costs while maintaining service standards.
What is the “right” balance of
Cost Efficiency (CE) and Service Quality (SQ)
for your system.
2
SQ
SQ
SQ CE
CE
CE
3
Achieving the Optimal Balance btw
Cost Efficiency and Service Quality
 Cost efficiency measured in cost per trip
 Cost efficiency mostly derived from:
 Competitive service provider rates and incentives
 Productive schedules; reducing miles thru shared-rides
 Run structures that mirror demand profile
 Strategic use of non-dedicated service providers
SQ
CE
A truism: The tighter
the schedule, the
more OTP is reduced.
4
Achieving the Optimal Balance btw
Cost Efficiency and Service Quality
 Cost efficiency measured in cost per trip
 Cost efficiency mostly derived from:
 Competitive service provider rates and incentives
 Productive schedules; reducing miles thru shared-rides
 Run structures that mirror demand profile
 Strategic use of non-dedicated service providers
SQ
CE
A truism: The tighter
the schedule, the
more OTP is reduced.
What is a Run Structure?
5
5 6 7 8 9 10 11 12 1 2 3 4 5 6 Serv Hrs Pay Hours
1 1 1 1 1 1 1 1 1 8 9
2 1 1 1 1 1 1 1 1 8 9
3 1 1 1 1 1 1 1 7 9
4 1 1 1 1 1 1 1 7 9
5 1 1 1 1 1 1 1 7 9
6 1 1 1 1 1 1 1 7 9
7 1 1 1 1 1 1 1 7 9
8 1 1 1 1 1 1 1 7 9
0 2 2 8 8 6 3 3 6 8 8 2 2 0 58 72
8
7
6
5
4
3
2
1
5 6 7 8 9 10 11 12 1 2 3 4 5 6
What is a Demand Profile?
6
 Graph of trips per
hour for each hour or
half hour of the
service day
 Superimpose demand
profile on run
structure based on
current productivity
Run Structure vs. Demand Profile
7
Tuesday (10-5-04) - Ridership and Capacity
0
5
10
15
20
25
30
4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12+
Time of Day
Runs
0
10
20
30
40
50
60
Trips
Template Runs
Actual Runs
Ridership
Case Study #1
8
Addressing a Suboptimal Run Structure
Case Study #1: The Problem
9
 OTP really low overall
 OTP really low in afternoon (54-82%)
 Not enough supply of service in the afternoon
 Could existing run start times be shifted to increase
supply of service in the afternoon?
Case Study #1: The Guidelines
10
 Short-term band aids needed until runs re-bid
 Increase the capacity between the hours of 13:00
and 19:00, when OTP is the lowest.
 Minimize number of runs impacted
 Focus: shift runs from oversupply periods
 Cost neutral solutions 
 Band Aid #1: Shift runs w/o adjusting run length
 Band Aid #2: Shift runs with length adjustments
Before OTP – Week of 6/12/17
Trip Type On-Time Percentage
ADA Paratransit Trips 84.94%
Premium Trips 86.69%
11
OTP in Afternoon = 54% to 82%
BA #1: Shift Run Start Times Only
12
 What do we
notice?
 Over-supply
 <9:00 am
 >3:00 pm
 Under-supply
 9:00-noon
 1:00-3:00
 BA #1 solution (blue) - addresses problem time  
BA #2: Start Times & Adjustments
13
 Extended some
AM shifts from 8
to 10 hours
 More capacity
added from
noon to 6 pm
 OTP problem in
afternoon
addressed
Before and After OTP
Trip Type OTP
Week of
6/12/17
OTP
Week of
11/6/17
ADA Para Trips 84.94% 90.86%
Premium Trips 86.69% 94.99%
14
Before and After Productivity
Trips - Week
of 6/12/17
Trips - Week
of 9/25/17
Before
Productivity
After
Productivity
Monday 2053 2082      (1.4%) 1.434 1.504     (4.9%)
Tuesday 2329 2351      (0.9%) 1.485 1.539     (3.6%)
Wednesday 2384 2455      (3.0%) 1.479 1.537     (3.9%)
Thursday 2429 2435      (0.2%) 1.497 1.567     (4.7%)
Friday 2075 1975     (-4.8%) 1.456 1.534     (5.4%)
15
Productivity increases = 3.6% to 5.4%
Before and After and After OTP
Trip Type OTP
Week of
6/12/17
OTP
Week of
11/6/17
OTP
Week of
2/5/18
ADA Para Trips 84.94% 90.86% 94.72%
Premium Trips 86.69% 94.99% 95.17%
16
Optimization Tools
 Temporal/geographic analysis of
accommodated demand, unassigned
trips
 Filters to perform analyses of providers,
fleets, vehicle types, service areas,
days/times, dedicated vs. non-dedicated
service providers
 Detail and summary (various
subgrouping) of scheduling results
 Individual itinerary assessment 17
Optimization Tools (continued)
 Provides the ability to:
 Modify run structure and forecast results
 Assess impact of seasonal parameters
 Assess impact of changing scheduling or on-
time windows, provider cost, veh. capacity,
changes in service zones, transfer points
 As input, any previously recorded
scheduling snapshot can be loaded in
and analyzed
18
Impacts on Key Metrics
 Provides the ability to:
 Modify run structure and forecast results
 Assess impact of seasonal parameters
 Assess impact of changing scheduling or on-
time windows, provider cost, vehicle
capacity, changes in service zones, transfer
points, etc.
 As input, any previously recorded
scheduling snapshot loaded / analyzed
19
Metrics and More Metrics
 Number of Vehicles (Resources)
Available, Used (Needed) and Utilization
 Number of Revenue Vehicle Hours
 Driver Regular Hours – Available, Used
 Driver Overtime Hours – Available, Used
 Idle Time, Dwell Time, Deadhead Time
 Average Productivity – Trips per RVH,
Direct Miles per RVH
20
Metrics and More Metrics (cont’d)
 Percentage of Shared Trips
 Average Distance – Total and Direct
 Average Travel Time – Total and Direct
 Average Speed – Total and Direct
 Trips Assigned – Total, amb, w/c
 Trips Unassigned – Total, amb, w/c
 Percentage of On-Time and Late Trips
 Cost per trip, cost per RVM
21
Active & Inactive Service Supply
22
Unassigned Trips
23
Strategies / Simulations
 1 Adjusted Start Times; Run Lengths Unchanged
 2 Eliminated Zones and Inter-Zone Transfers
 3 Scenarios 1+ 2
 4 Scenario 3 plus 15% cancellations
 5 Scenario 4; 10% advance + 5 % late/no-shows
 6 Scenario 5 plus NDSPs
24
The Results
Scenario Vehicles Productivity Cost Per Trip Unassigned
Base 645 1.47 $33.96 358
1 645 1.49 $31.61 152
2 645 1.49 $33.63 326
3 645 1.49 $33.46 6
4 603 1.32 $37.91 --
5 572 1.42 $35.17 36
6 653/33 1.43 $34.69 --
25
Scheduling Tests Scheduling Tests and Simulations
1 Adjusted Start Times 4 Scenario 3 plus 15% cancellations
2 Eliminated Zones/Transfers 5 Scenario 4; 10% adv + 5 %lates/NS
3 Scenarios 1+ 2 6 Scenario 5 plus NDSPs
Case Study #2
26
Addressing a Suboptimal Service Mix
Case Study #2:
Run Structure vs. Demand Profile - October 2004
27
Tuesday (10-5-04) - Ridership and Capacity
0
5
10
15
20
25
30
4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12+
Time of Day
Runs
0
10
20
30
40
50
60
Trips
Template Runs
Actual Runs
Ridership
28
0
5
10
15
20
25
30
35
40
45
50
Monday Vehicles in Service vs. Vehicles Required by Time Period
Vehicles in Service
Vehicles Required
Active Vehicles
0
5
10
15
20
25
30
35
40
45
50
Tuesday Vehicles in Service vs. Vehicles Required by Time Period
Vehicles in Service
Vehicles Required
Active Vehicles
0
5
10
15
20
25
30
35
40
45
50
Wednesday Vehicles in Service vs. Vehicles Required by Time Period
Vehicles in Service
Vehicles Required
Active Vehicles
0
5
10
15
20
25
30
35
40
45
50
Thursday Vehicles in Service vs. Vehicles Required by Time Period
Vehicles in Service
Vehicles Required
Active Vehicles
0
5
10
15
20
25
30
35
40
Friday Vehicles in Service vs. Vehicles Required by Time Period
Vehicles in Service
Vehicles Required
Active Vehicles
Case Study #2:
Run Structure vs. Demand Profile – May 2012
Case Study #2:
Run Structure Optimization Test – May 2012
29
Weekly
Total
Vehicle
Hours
Weekly
Driver
Hours
Max
Vehicles
in Service
Existing 2704 2887 52
Optimized 2674 2850 51
Difference -1.1% -1.3% -1.9%
Case Study #2:
Service Mix Analysis - May 2012
30
 Diverting peak period
trips had diminishing
returns. Why?
 Because weekday
dedicated run structures
were close to optimal
 Diverting trips to NDSPs
during low-demand
times (evenings and
weekends) produced the
most savings
Thank you!
Questions?
31

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Paratransit Service Analytics Reporting

  • 1. How Analytic Reporting Can Identify and Solve Paratransit Service Shortcomings Will Rodman VP, Business Development TSS Paratransit
  • 2. Let’s Start at the Start A goal of most paratransit systems: to minimize unit costs while maintaining service standards. What is the “right” balance of Cost Efficiency (CE) and Service Quality (SQ) for your system. 2 SQ SQ SQ CE CE CE
  • 3. 3 Achieving the Optimal Balance btw Cost Efficiency and Service Quality  Cost efficiency measured in cost per trip  Cost efficiency mostly derived from:  Competitive service provider rates and incentives  Productive schedules; reducing miles thru shared-rides  Run structures that mirror demand profile  Strategic use of non-dedicated service providers SQ CE A truism: The tighter the schedule, the more OTP is reduced.
  • 4. 4 Achieving the Optimal Balance btw Cost Efficiency and Service Quality  Cost efficiency measured in cost per trip  Cost efficiency mostly derived from:  Competitive service provider rates and incentives  Productive schedules; reducing miles thru shared-rides  Run structures that mirror demand profile  Strategic use of non-dedicated service providers SQ CE A truism: The tighter the schedule, the more OTP is reduced.
  • 5. What is a Run Structure? 5 5 6 7 8 9 10 11 12 1 2 3 4 5 6 Serv Hrs Pay Hours 1 1 1 1 1 1 1 1 1 8 9 2 1 1 1 1 1 1 1 1 8 9 3 1 1 1 1 1 1 1 7 9 4 1 1 1 1 1 1 1 7 9 5 1 1 1 1 1 1 1 7 9 6 1 1 1 1 1 1 1 7 9 7 1 1 1 1 1 1 1 7 9 8 1 1 1 1 1 1 1 7 9 0 2 2 8 8 6 3 3 6 8 8 2 2 0 58 72 8 7 6 5 4 3 2 1 5 6 7 8 9 10 11 12 1 2 3 4 5 6
  • 6. What is a Demand Profile? 6  Graph of trips per hour for each hour or half hour of the service day  Superimpose demand profile on run structure based on current productivity
  • 7. Run Structure vs. Demand Profile 7 Tuesday (10-5-04) - Ridership and Capacity 0 5 10 15 20 25 30 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12+ Time of Day Runs 0 10 20 30 40 50 60 Trips Template Runs Actual Runs Ridership
  • 8. Case Study #1 8 Addressing a Suboptimal Run Structure
  • 9. Case Study #1: The Problem 9  OTP really low overall  OTP really low in afternoon (54-82%)  Not enough supply of service in the afternoon  Could existing run start times be shifted to increase supply of service in the afternoon?
  • 10. Case Study #1: The Guidelines 10  Short-term band aids needed until runs re-bid  Increase the capacity between the hours of 13:00 and 19:00, when OTP is the lowest.  Minimize number of runs impacted  Focus: shift runs from oversupply periods  Cost neutral solutions   Band Aid #1: Shift runs w/o adjusting run length  Band Aid #2: Shift runs with length adjustments
  • 11. Before OTP – Week of 6/12/17 Trip Type On-Time Percentage ADA Paratransit Trips 84.94% Premium Trips 86.69% 11 OTP in Afternoon = 54% to 82%
  • 12. BA #1: Shift Run Start Times Only 12  What do we notice?  Over-supply  <9:00 am  >3:00 pm  Under-supply  9:00-noon  1:00-3:00  BA #1 solution (blue) - addresses problem time  
  • 13. BA #2: Start Times & Adjustments 13  Extended some AM shifts from 8 to 10 hours  More capacity added from noon to 6 pm  OTP problem in afternoon addressed
  • 14. Before and After OTP Trip Type OTP Week of 6/12/17 OTP Week of 11/6/17 ADA Para Trips 84.94% 90.86% Premium Trips 86.69% 94.99% 14
  • 15. Before and After Productivity Trips - Week of 6/12/17 Trips - Week of 9/25/17 Before Productivity After Productivity Monday 2053 2082      (1.4%) 1.434 1.504     (4.9%) Tuesday 2329 2351      (0.9%) 1.485 1.539     (3.6%) Wednesday 2384 2455      (3.0%) 1.479 1.537     (3.9%) Thursday 2429 2435      (0.2%) 1.497 1.567     (4.7%) Friday 2075 1975     (-4.8%) 1.456 1.534     (5.4%) 15 Productivity increases = 3.6% to 5.4%
  • 16. Before and After and After OTP Trip Type OTP Week of 6/12/17 OTP Week of 11/6/17 OTP Week of 2/5/18 ADA Para Trips 84.94% 90.86% 94.72% Premium Trips 86.69% 94.99% 95.17% 16
  • 17. Optimization Tools  Temporal/geographic analysis of accommodated demand, unassigned trips  Filters to perform analyses of providers, fleets, vehicle types, service areas, days/times, dedicated vs. non-dedicated service providers  Detail and summary (various subgrouping) of scheduling results  Individual itinerary assessment 17
  • 18. Optimization Tools (continued)  Provides the ability to:  Modify run structure and forecast results  Assess impact of seasonal parameters  Assess impact of changing scheduling or on- time windows, provider cost, veh. capacity, changes in service zones, transfer points  As input, any previously recorded scheduling snapshot can be loaded in and analyzed 18
  • 19. Impacts on Key Metrics  Provides the ability to:  Modify run structure and forecast results  Assess impact of seasonal parameters  Assess impact of changing scheduling or on- time windows, provider cost, vehicle capacity, changes in service zones, transfer points, etc.  As input, any previously recorded scheduling snapshot loaded / analyzed 19
  • 20. Metrics and More Metrics  Number of Vehicles (Resources) Available, Used (Needed) and Utilization  Number of Revenue Vehicle Hours  Driver Regular Hours – Available, Used  Driver Overtime Hours – Available, Used  Idle Time, Dwell Time, Deadhead Time  Average Productivity – Trips per RVH, Direct Miles per RVH 20
  • 21. Metrics and More Metrics (cont’d)  Percentage of Shared Trips  Average Distance – Total and Direct  Average Travel Time – Total and Direct  Average Speed – Total and Direct  Trips Assigned – Total, amb, w/c  Trips Unassigned – Total, amb, w/c  Percentage of On-Time and Late Trips  Cost per trip, cost per RVM 21
  • 22. Active & Inactive Service Supply 22
  • 24. Strategies / Simulations  1 Adjusted Start Times; Run Lengths Unchanged  2 Eliminated Zones and Inter-Zone Transfers  3 Scenarios 1+ 2  4 Scenario 3 plus 15% cancellations  5 Scenario 4; 10% advance + 5 % late/no-shows  6 Scenario 5 plus NDSPs 24
  • 25. The Results Scenario Vehicles Productivity Cost Per Trip Unassigned Base 645 1.47 $33.96 358 1 645 1.49 $31.61 152 2 645 1.49 $33.63 326 3 645 1.49 $33.46 6 4 603 1.32 $37.91 -- 5 572 1.42 $35.17 36 6 653/33 1.43 $34.69 -- 25 Scheduling Tests Scheduling Tests and Simulations 1 Adjusted Start Times 4 Scenario 3 plus 15% cancellations 2 Eliminated Zones/Transfers 5 Scenario 4; 10% adv + 5 %lates/NS 3 Scenarios 1+ 2 6 Scenario 5 plus NDSPs
  • 26. Case Study #2 26 Addressing a Suboptimal Service Mix
  • 27. Case Study #2: Run Structure vs. Demand Profile - October 2004 27 Tuesday (10-5-04) - Ridership and Capacity 0 5 10 15 20 25 30 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12+ Time of Day Runs 0 10 20 30 40 50 60 Trips Template Runs Actual Runs Ridership
  • 28. 28 0 5 10 15 20 25 30 35 40 45 50 Monday Vehicles in Service vs. Vehicles Required by Time Period Vehicles in Service Vehicles Required Active Vehicles 0 5 10 15 20 25 30 35 40 45 50 Tuesday Vehicles in Service vs. Vehicles Required by Time Period Vehicles in Service Vehicles Required Active Vehicles 0 5 10 15 20 25 30 35 40 45 50 Wednesday Vehicles in Service vs. Vehicles Required by Time Period Vehicles in Service Vehicles Required Active Vehicles 0 5 10 15 20 25 30 35 40 45 50 Thursday Vehicles in Service vs. Vehicles Required by Time Period Vehicles in Service Vehicles Required Active Vehicles 0 5 10 15 20 25 30 35 40 Friday Vehicles in Service vs. Vehicles Required by Time Period Vehicles in Service Vehicles Required Active Vehicles Case Study #2: Run Structure vs. Demand Profile – May 2012
  • 29. Case Study #2: Run Structure Optimization Test – May 2012 29 Weekly Total Vehicle Hours Weekly Driver Hours Max Vehicles in Service Existing 2704 2887 52 Optimized 2674 2850 51 Difference -1.1% -1.3% -1.9%
  • 30. Case Study #2: Service Mix Analysis - May 2012 30  Diverting peak period trips had diminishing returns. Why?  Because weekday dedicated run structures were close to optimal  Diverting trips to NDSPs during low-demand times (evenings and weekends) produced the most savings

Editor's Notes

  1. The general problem we have encountered is: while every paratransit system has their own sense of what the balance between cost efficiency and service quality should be, they don’t use that as the driving force for designing their RFP and contracts; more often, it’s the other way around.
  2. Session Tab Scheduling Results Overview Trips Tab Temporal and geographical analysis of initial and accommodated demand Temporal and geographical analysis of unassigned/unscheduled (leftover) trips. Comprehensive trip filtering tool (with over 30 relevant trip attributes available for filtering) provides ability to perform analysis of various subsets of trips Resources Tab Detail and summary (per provider, vehicle type, dedication etc.) report Temporal aggregated resource supply Analysis Routes Tab Detail and summary (various subgrouping) scheduling results assessment reports (KPI, risk, utilization) Individual itinerary assessment Scenario Tab Review of scheduling scenario and costing parameters sets Provides the ability to modify scheduling parameters and to study the impact of modifications (scheduling parameters tune up) Speed Tab Provides the ability to assess impact of various speed parameters (for example, slow/seasonal vs. regular Speed Matrices, speed adjustment per fleet etc.) Setups Tab Provides the ability to review, adjust and assess the impact of the adjustment of any other relevant parameter including Time Windows Provider Cost Vehicle Capacity Geo Constrains (OD Matrices) Route Edit Tab Provides a comprehensive environment for testing and tuning manual or suggested trip scheduling operations Most importantly, OLT also provides ability to load and analyze any previously recorded scheduling snapshot
  3. Session Tab Scheduling Results Overview Trips Tab Temporal and geographical analysis of initial and accommodated demand Temporal and geographical analysis of unassigned/unscheduled (leftover) trips. Comprehensive trip filtering tool (with over 30 relevant trip attributes available for filtering) provides ability to perform analysis of various subsets of trips Resources Tab Detail and summary (per provider, vehicle type, dedication etc.) report Temporal aggregated resource supply Analysis Routes Tab Detail and summary (various subgrouping) scheduling results assessment reports (KPI, risk, utilization) Individual itinerary assessment Scenario Tab Review of scheduling scenario and costing parameters sets Provides the ability to modify scheduling parameters and to study the impact of modifications (scheduling parameters tune up) Speed Tab Provides the ability to assess impact of various speed parameters (for example, slow/seasonal vs. regular Speed Matrices, speed adjustment per fleet etc.) Setups Tab Provides the ability to review, adjust and assess the impact of the adjustment of any other relevant parameter including Time Windows Provider Cost Vehicle Capacity Geo Constrains (OD Matrices) Route Edit Tab Provides a comprehensive environment for testing and tuning manual or suggested trip scheduling operations Most importantly, OLT also provides ability to load and analyze any previously recorded scheduling snapshot
  4. Session Tab Scheduling Results Overview Trips Tab Temporal and geographical analysis of initial and accommodated demand Temporal and geographical analysis of unassigned/unscheduled (leftover) trips. Comprehensive trip filtering tool (with over 30 relevant trip attributes available for filtering) provides ability to perform analysis of various subsets of trips Resources Tab Detail and summary (per provider, vehicle type, dedication etc.) report Temporal aggregated resource supply Analysis Routes Tab Detail and summary (various subgrouping) scheduling results assessment reports (KPI, risk, utilization) Individual itinerary assessment Scenario Tab Review of scheduling scenario and costing parameters sets Provides the ability to modify scheduling parameters and to study the impact of modifications (scheduling parameters tune up) Speed Tab Provides the ability to assess impact of various speed parameters (for example, slow/seasonal vs. regular Speed Matrices, speed adjustment per fleet etc.) Setups Tab Provides the ability to review, adjust and assess the impact of the adjustment of any other relevant parameter including Time Windows Provider Cost Vehicle Capacity Geo Constrains (OD Matrices) Route Edit Tab Provides a comprehensive environment for testing and tuning manual or suggested trip scheduling operations Most importantly, OLT also provides ability to load and analyze any previously recorded scheduling snapshot
  5. Now, to illustrate the types of graphs that illustrate a problem, I am going to show you two graphs that depict different aspects of the same problem. They all happen to focus in on one of The RIDE’s three service providers that had an excess service supply of service in the morning and an insufficient service supply in the afternoon. Note in the first graph that yellow reflects vehicles actively engaged in serving trips, the purple is idle (unutilized) time at the beginning of a shift, and brown is the idle (unutilized) time at the end of a shift, and the gray indicates breaks.
  6. The second graph, which shows unassigned trips per hour, indicates a significant number of unassigned trips in the afternoon that the software was unable to assign to the runs simply because there is not enough supply of service in the afternoon.