| 1-1 | Year 1 | Demand-Side Management of Auto Traffic | Policy Brief | Congestion Evaluation and Mitigation from Urban Parcel Delivery | Walker, Hansen | UCB | Lin, Z. Wang - USF |
| 1-2.1 | Year 1 | Supply-Side Management of Auto Traffic | Policy Brief | Supply-Side Management of Auto Traffic | Sunkari | TTI | Ziyadidegan, Florence |
| 1-2.2 | Year 1 | Traffic Signal Plans to Decongest Street Grids
| Policy Brief | Impactful Approaches to Transportation Systems Management
Using Traffic Signals to Decongest Cities May Be Simpler Than We Thought | Cassidy | UCB | Sadek, Godier, Daganzo |
| 1-3 | Year 1 | System Monitoring of Auto Traffic | Policy Brief | System Monitoring of Auto Traffic
| Brydia | TTI | Shen, Cassidy - UCB |
| 1-4 | Year 1 | Transit Priority | Policy Brief | Transit Priority-Oriented Vehicle Scheduling at General Conflict Areas under Connected and Automated Environment | Li | USF | Soleimaniamiri, Long |
| 2-2.1 | Year 1 | Understanding Curb Management and Targeted Incentive Policies to Increase Transportation Network Company Pooling and Public Transit Linkages - Part A | Policy Brief | What Role Can the Built Environment and Incentives Play in Supporting Pooling with Shared Mobility?
| Shaheen | UCB | Darling, Broader, Cohen - UCB |
| 2-2.2 | Year 1 | Understanding Curb Management and Targeted Incentive Policies to Increase Pooling Part B: Examining On-Demand Transportation Services with a Focus on Shared Rides | Policy Brief | Shaping the On Demand Era for the Future | Sener | TTI | Sibu, Hansen |
3-1
| Year 1 | Evaluating the Accuracy of Smartphone-Based Travel Behavior Data | Policy Brief | Evaluating the Accuracy of Smartphone-Based Travel Behavior Data
| Barbeau & Maness | USF | Turner - TTI |
| 3-1.1 | Year 1 | Influencing Travel Behavior via Open-Source Platform: Implementation of OneBusAway in Mayagüez | | Is That Route Really the Most Fuel-Efficient? | Valdés-Díaz | UPRM | Cruzado, Martínez, Santiago, Figueroa Medina, del Valle, Marrero |
| 3-3 | Year 1 | Targeting Transit Incentives to Congestion Sources | Policy Brief | Commute Trip Reduction-Based Congestion Mitigation, What Works and What Doesn't Work? | Rodriguez & Chatman | UCB | P. Chen, Winters - USF |
| 4-1 | Year 1 | Comparing Pricing Mechanisms for Managed Lanes | Policy Brief | Pricing Mechanisms for Managed Lanes
| Burris | TTI | Figueroa-Medina - UPRM |
| 4-1.1 | Year 1 | Comparing Pricing Mechanisms of Managed Lanes: Performance Assessment of PR-22 Dynamic Toll Lanes | | Comparing Pricing Mechanisms of Managed Lanes: Case Study of the PR-22 Dynamic Toll Lanes | Figueroa-Medina | UPRM | Colucci-Ríos, Rodríguez-Román, del Valle-González, Nieves-Díaz, O’Neill-Medina, CortezCuervo |
| 4-2 | Year 1 | Proactive Congestion Management | Policy Brief | Proactive Congestion Management | Concas | USF | Kamrani, Kummetha |
| 4-2.1 | Year 1 | Proactive Congestion Management - Decision Matrix and Guidance Document | Policy Brief | A Decision Matrix to Identify Proactive Operational Strategies to Mitigate or Delay Congestion
| Kuhn | TTI | Cheng Zhang |
| 4-3 | Year 1 | Corridor-Wide Surveillance Using Unmanned Aircraft Systems | Policy Brief | PHASE 1: Corridor Wide Surveillance Using Unmanned Aircraft Systems
PHASE 2: Freeway Incident Detection and Management using Unmanned Aircraft Systems | Colucci-Ríos | UPRM | Zhang, Kourtellis - USF |
| M1 | Year 1 | Synergies of Combining Demand and Supply-Side Measures to Manage Congested Streets | | | Itani | UCB | Cassidy, Daganzo |
| M2 | Year 1 | Who Has Access to E-Commerce During the COVID-19 Pandemic in the Sacramento Region? Implications for Future E-Commerce and Shopping Tripmaking | | | Shaheen | UCB | Forscher, Deakin, Walker |
| 1-4.1 | Year 2 | Placement and Management of Bus Bypass Segments in Dense, Congested Cities | Policy Brief | Deploying Bus Bypasses in Dense, Congested Cities | Cassidy | UCB | Bronicki, Doig |
| 1-4.2 | Year 2 | Transit Priority Phase II: Network Control in Realistic Settings with Heterogeneous Vehicles
| Policy Brief | Transit Priority-Oriented Vehicle Scheduling at General Conflict Areas under Connected and Automated Environment | X. Li | UWM | Long, Q. Li |
| 1-5 | Year 2 | Multimodal Strategies for Mitigating Congestion from Urban Parcel Delivery | Policy Brief | Congestion Evaluation and Mitigation from Urban Parcel Delivery | Hansen | UCB | Lin, Wang, Zhang, Li - USF |
| 1-6 | Year 2 | Examining the Impact of Stress and Fear of COVID-19 on Transit Travel | Policy Brief | Examining the Impact of Stress and Fear of COVID-19 on Transit Travel
| Burris | TTI | Brown, Gupta, Wang, Jha, Walk - TTI; Figueroa-Medina, Rodríguez-Román, del Valle-González, Nieves-Díaz, Rodríguez-Rodríguez, del Valle-Pérez, Defendini - UPRM |
| 1-7 | Year 2 | Evaluating Regional Traffic Signal Performance Measures Using Crowd-Sourced Data in 2021 Urban Mobility Report | Policy Brief | Evaluating Regional Traffic Signal Performance Using Crowd-Sourced Data in the 2021 Urban Mobility Report | Schrank | TTI | Jha, L. Albert, D. Albert |
| 2-4 | Year 2 | Measuring Access Using Crowdsourced Travel Behavior Data
| Policy Brief | | Lasley | TTI | Wang, Kong, Gregory, Venditti |
| 2-6 | Year 2 | Pilot Application of Biometric-Based Vehicle Occupancy Detection on Managed Lanes for Congestion Reduction | Policy Brief | Pilot Application of Biometric-Based Vehicle Occupancy Detection on Managed Lanes for Congestion Reduction | Hendricks | USF | Winters, Bolleni |
| 3-1.2 | Year 2 | Influencing Travel Behavior via an Open-Source Platform | Policy Brief | Influencing Travel Behavior via an Open Source: Implementation of OneBusAway in Mayaguez, Puerto Rico | Valdes-Diaz | UPRM | Figueroa-Medina, Cruzado, del Valle, Martinez, Marrero-Rodriguez, Santiago-Ibarra |
| 3-4 | Year 2 | Social Carpooling-Based Road Congestion Mitigation: A Three-Level Analysis | Policy Brief | NICR webcast series “Peer to Peer Carpooling: Travel Demand and Customer Churn”
| Chen | USF | Lee, Li, Nguyen, Quadrifoglio, Winters, Yang |
| 4-4.1 | Year 2 | Corridor-Wide Surveillance Using Unmanned Aircraft Systems Phase II: Freeway Incident Detection using Unmanned Aircraft Systems Part A
| Policy Brief | Exploring UAVs for Traffic Management: Validation of Algorithms, Methodologies, and Insights | Cruzado | UPRM | Figueroa-Medina, González, Valdés, Rivera-Pérez, Ruiz-Hernández |
| 4-4.2 | Year 2 | Corridor-Wide Surveillance Using Unmanned Aircraft Systems Phase II: Freeway Incident Detection using Unmanned Aircraft Systems Part B
| Policy Brief | Freeway Incident Detection and Management using Unmanned Aircraft Systems Phase II | Zhang | USF | Kourtellis, Post, Tang, Yelchuri, Porter |
| 4-5 | Year 2 | Feasibility of a Regional Transportation Systems Management and Operations (TSMO) Program | Policy Brief | Feasibility of a Regional Transportation Systems Management and Operations (TSMO) Program | Kramer | USF | Williams, Boyd, Dinehart |
| E-1 | Year 2 | Tampa Bay Citizens Academy on Transportation (TB-CAT) | Policy Brief | Citizen Education as a Mechanism for Successful Public Participation: A Case Example of the Tampa-Bay Citizen’s Academy on Transportation | Jackman | USF | Boyd, Williams |
| E-2 | Year 2 | MPO Governing Board Training on Congestion Reduction
| Policy Brief | MPO Governing Board Training on Congestion Reduction | Kramer | USF | Dinehart, Boyd |
| M3 | Year 2 | Urban Mobility Report 2021
| | Highlights of the 2021 Urban Mobility Report | Eisele | TTI | Schrank, Albert, Jha |
| M4 | Year 2 | Double the Trouble: A Playbook for COVID-19 and Evacuations | | | Shaheen | UCB | Wong, Broader, Cohen |
| M5 | Year 2 | Benchmarking “Smart City” Technology Adoption in California: An Innovative Web Platform for Exploring New Data and Tracking Adoption | | | Post | UCB | Frick, Kuman, Mendonça Abreu |
| 1-8 | Year 3 | Use of Crowdsourced Data for Access Management Evaluation | Policy Brief | NICR: Use of Crowd Source Data in Evaluating Access Management Projects – A Proof of Concept | Albert | TTI | Jha |
| 1-9 | Year 3 | Cordon-Metering Rules for Present-Day and Future Cities | Policy Brief | City-level Network Decongestion with Connected and Automated Vehicles | X. Li | UWM | Zhang - USF; Yang Li, Huang - UWM |
| 1-10 | Year 3 | Predicting Travel and Congestion in a Post-Pandemic America: Phase 2 Implications for Urban Mobility | Policy Brief | Predicting Travel and Congestion in Post-Pandemic America | Burris | TTI | Brown, Wallis |
| 2-7 | Year 3 | Cargo Consolidation, Routing, and Location Optimization to Reduce Traffic Congestion by Minimizing Commercial Heavy Vehicle Trips | Policy Brief | NICR webcast series “Cargo Consolidation, Routing, and Location Optimization to Reduce Traffic Congestion by Minimizing Commercial Heavy Vehicle Trips” | Monsreal | TTI | Ozkul, Prieto, Rivera, Eisele |
| 2-8 | Year 3 | Quantifying the Effect on Congestion of Converting Metropolitan Taxi Services into Ridesharing Mode | Policy Brief | Multi-Stage Models for Dynamic Ride-Sharing in Taxi Services and Congestion Analysis | Quadrifoglio | TTI | Delle Monache - UCB |
| 2-9 | Year 3 | From Taxis to Ridehailing: Examining Gender Issues for Female Drivers and Passengers | Policy Brief | From Taxis to Ridehailing: Examining Differences for Drivers and Passengers | Shaheen | UCB | Cohen, Wolfe, Champlin |
| 2-10 | Year 3 | Carpool-Based Parking Assignment Policy | Policy Brief | Carpool-Based Parking Assignment Policy | Rodríguez Román | UPRM | Chen/Tao - USF, Colón/Figueroa-Medina/Santiago |
| 3-5 | Year 3 | Using Disaggregate Vehicle Data to Investigate How Transit Accessibility Influences the Use of Ride-Hailing Services and Personal Vehicles | Policy Brief | Using Disaggregate Vehicle Data to Investigate How Ride-Hailing Services Influence Personal Vehicle Use and Ownership | Chatman | UCB | Montilla, Hui |
| 3-6 | Year 3 | Financial Incentives to Reduce Vehicle Miles Traveled | Policy Brief | Financial Incentives to Reduce Vehicle Miles Traveled | González | UPRM | Rodríguez-Román, Figueroa-Medina, Valdés-Díaz, Martinez |
| 3-7 | Year 3 | Influencing Travel Behavior via an Open-Source Platform Phase 3: Transforming Multimodal Travel Behavior Data to Support Traffic Congestion Reduction Strategies | Policy Brief | Efficient Smartphone Sensor Analysis for Behavioral Profiling in Transportation Research: A Case Study of Driver and Passenger Classification | Valdés | UPRM | Valdés, Figueroa-Medina, Cruzado, del Valle, Martínez, Santiago, Velásquez |
| 3-8 | Year 3 | Exploring E-bikes in the Era of Electrification | Policy Brief | | Sener | TTI | Higgins, Lee |
| 3-9 | Year 3 | Dynamic Prediction of Shared Micromobility Usage with Multi-Task Learning | Policy Brief | Dynamic Prediction of Taxis and TNCs Demand with Multi-Task Learning | Zhang | USF | Guo - USF, Chen - Northwestern University |
| 3-10 | Year 3 | Efficient Smartphone Sensor Analysis for Behavioral Profiling in Transportation Research: A Case Study of Driver and Passenger Classification | Policy Brief | Efficient Smartphone Sensor Analysis for Behavioral Profiling in Transportation Research: A Case Study of Driver and Passenger Classification | Neal | USF | Lozano |
| 4-6 | Year 3 | Development of Comprehensive Roadmap and Resource Guide Towards Congestion Reduction | Policy Brief | A Comprehensive Roadmap for Traffic Congestion Reduction | Lin | USF | Hansen - UCB, Wang - USF |
| 4-7.1 | Year 3 | Corridor-Wide Surveillance Using Unmanned Aircraft Systems Phase III: Exploration of the Implementation of Using Unmanned Aircraft Systems for Freeway Incident Detection and Management: PART A | Policy Brief | Exploring UAVs for Traffic Management: Validation of Algorithms, Methodologies, and Insights | Cruzado | UPRM | Cruzado, Figueroa-Medina, González, Valdés, Rivera-Pérez, Ruiz-Hernández, Dieppa-Ortiz |
| 4-7.2 | Year 3 | 4-7.2: Corridor-Wide Surveillance Using Unmanned Aircraft Systems Phase III: Exploration of the Implementation of Using Unmanned Aircraft Systems for Freeway Incident Detection and Management: Part B | | DARTS: Drone-Based AI-Powered Real-Time Traffic Incident Detection System | Zhang | USF | Kourtellis, Post, Tang, Yelchuri, Porter |
| 4-8 | Year 3 | Is that Route Really the Most Fuel-Efficient? | Policy Brief | Is That Route Really the Most Fuel-Efficient? | Burris | TTI | Johnson, Khan |
| 4-9 | Year 3 | Supply Management of Auto Traffic to Address Starvation of Green in Multimodal Environments | Policy Brief | Lessons Learned Addressing Green Starvation During Saturated Conditions | Florence | TTI | Shah, Albert, Chaudhary, Sunkari |
| E-3 | Year 3 | Tampa Bay Citizens’ Academy on Transportation (TB-CAT) & Guidebook for Virtual Citizens’ Academies
on Transportation | Policy Brief | A Guide for Developing Virtual Citizens Academies: The TB-CAT Experience | Jackman | USF | Boyd, Williams |
| E-4 | Year 3 | Access Management Curriculum for University Planning and Engineering Programs | Policy Brief | Access Management Curriculum for University Planning and Engineering ProgramsSCHEDULED: April 10, 2025 | Boyd | USF | Dixon - TTI; Williams - USF |
| E-5 | Year 3 | ACT TDM-CP (Transportation Demand Management-Certified Professional) Exam Study Guide Domain I for Preparing TDM-CP Exam Candidates | Policy Brief | Supporting Transportation Professional Growth through TDM-CP Certification | Hendricks | USF | Bond |