Crash Modification Factors for Automated Traffic Signal Performance Measures (2026)

Chapter: Appendix B: Implementation of Research Findings and Products

Previous Chapter: Appendix A: Implementation Roadmap
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.

APPENDIX B

Implementation of Research Findings and Products

CONTENTS

Introduction

Research Products and Target Audience

Potential Implementation Activities and Leadership

Potential Impediments to Implementation

Introduction

Automated traffic signal performance measures (ATSPMs) are developed from high-resolution controller data to describe current signal operation and traffic service quality. The controller data include signal indication status (i.e., red, green, yellow) and detector events, as recorded every 1/10th of a second. ATSPMs have been shown to be a promising tool for improving traffic operation by allowing the operating agency to proactively monitor signal equipment health and traffic flow efficiency. By continuously assessing signal performance using ATSPMs, the operating agency has the ability to quickly identify and resolve issues for the purpose of maintaining signal operation at a high level of performance.

The objective of NCHRP Project 17-109 was to quantify (a) the relationship between ATSPM use by agencies and signal system safety, and (b) the relationship between various ATSPMs and intersection safety. The project developed several products that can assist practitioners in the evaluation of signal safety performance using ATSPMs.

This memorandum describes a plan for promoting implementation of the products of Project 17-109. The plan is described in three subsequent sections. The first section lists the research products and their target audience. The second section identifies activities that can be undertaken to facilitate the implementation of these products. It also identifies potential agencies or organizations that could take a leadership role in these activities. The third section outlines some potential challenges that could impede implementation activities.

Research Products and Target Audience

The products of Project 17-109 are intended to assist agencies when evaluating the safety performance associated with an existing or proposed signal operation, as informed by ATSPMs. Some products represent guidelines and tools intended to be used by practitioners to evaluate existing signal timing or proposed alternatives. Other products are intended to facilitate the implementation of the guidelines and tools. Each of these products are described in Table 1.

The most notable product of Project 17-109 is the ATSPM Safety Evaluation Methodology document. This document describes two methodologies. The first methodology presented describes the process for evaluating the safety effect of ATSPM deployment within an existing signal system. It is used to compute the life-cycle safety benefits of ATSPM deployment. The methodology is envisioned to guide the decision of whether to implement ATSPMs in a given signal system, based on an assessment of overall road-user benefits and costs.

Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.

The second methodology describes the process for using crash modification factors (CMFs) to quantify the change in crash frequency and severity that is associated with ATSPM-based changes to signal timing or operation at one or more signalized intersections. The methodology is envisioned to guide the use of ATSPMs to improve intersection safety.

The calculations associated with the two methodologies are automated in an Excel-based spreadsheet tool. The document and the tool are developed and described in a manner that is intended to facilitate their use by practitioners.

Agencies that operate one or more signal systems represent the primary audience for the products of Project 17-109. This audience includes State DOT staff, local agency staff, and consultants involved in planning, managing, maintaining or operating traffic signals. The audience also includes employees of AASHTO and FHWA who have job responsibilities related to the oversight of signalized intersections or signal systems.

Table 1. Research Products.

Category Product Title Product Description
Guideline or tool for practitioner use ATSPM Safety Evaluation Methodology A stand-alone guideline document written for practitioners. The document addresses the following topics using the CMFs and procedures developed in the project:
  • Method for using CMFs to evaluate the safety of converting from a traditional approach to signal timing to an ATSPM-based approach to signal timing.
  • Method for using CMFs to evaluate the safety of a signalized intersection using ATSPMs.
  • Method for benefit-cost evaluation of ATSPMs based on consideration of mobility and safety benefits.
  • Case-studies of existing ATSPM-based signal systems.
Application spreadsheet This product is an Excel-based spreadsheet tool that automates the calculations associated with the methods described in the ATSPM Safety Evaluation Methodology document.
Implementation resource Tech. Brief for Use of ATSPM and CMFs A stand-alone briefing document providing an overview of (a) the purpose and benefits of ATSPM-based signal timing, (b) the newly developed CMFs and (c) the ATSPM Safety Evaluation Methodology document.
Implementation Roadmap This roadmap describes a framework of goals, objectives, and strategies for implementing research products in the AASHTO Highway Safety Manual and FHWA CMF Clearinghouse.
AASHTO Webinar Series A webinar series that presents the ATSPM Safety Evaluation Methodology and other key findings to AASTHO committees.

Potential Implementation Activities and Leadership

Implementation Categories

The most effective approach for widescale implementation of research products is to conduct activities in each of the following key implementation categories.

  • Training
  • Demonstration Projects
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
  • Outreach
  • Add Content to Authoritative Reference Documents or Websites
Training

The guidance document, ATSPM Safety Evaluation Methodology, and its companion spreadsheet tool can provide reliable information regarding the safety benefit of using ATSPMs for signal system management. However, training on the correct use of these products will ensure the results are properly interpreted and the computed safety benefits are accurately quantified. The training materials should be developed for two presentation formats. One format would consist of a live, a web-enabled course that can be presented virtually to participants during a scheduled time period. This format would engage participants by providing an active learning environment that includes a hands-on application of the products to example exercises. A second format would consist of a self-paced, web-enabled course that can be scheduled on an individual-participant basis. This format would offer prerecorded course content that includes example exercises.

Demonstration Projects

For this implementation category, the implementation team would identify a small number of agencies that use, or are considering the use of, ATSPMs for signal system management. This effort could involve state, regional and/or local government transportation agencies interested in being early implementers of the research products. The implementation team would work with agency staff to conduct a safety evaluation of the existing signal operation and a proposed signal operation. Ideally, these projects would be identified in collaboration with host agencies that are also interested in training such that any lessons learned could be directly incorporated into training materials.

Outreach

A wide variety of outreach activities are needed to promote the implementation of the project materials. Outreach activities can substantially increase the number of practitioners that are aware of the research products. These activities can include:

  • Agency-hosted workshops at transportation-related professional conferences.
  • Agency-hosted webinars.
  • Publication in agency e-newsletters.

The hosted workshops and webinars should be advertised (possibly in e-newsletters) well in advance of their offering date to ensure that interested participants can plan to attend.

Add Content to Authoritative Reference Documents or Websites

In some cases, research products are suitable for inclusion in an authoritative reference document (e.g., Highway Safety Manual [HSM]). In other cases, the research products may be suitable for inclusion in an authoritative website (e.g., CMF Clearinghouse). These products may supplement guidance in the reference document or website. Alternatively, they may expand the scope of the document or website and thereby make it more useful.

The products of Project 17-109 are well-suited for inclusion in the HSM and the CMF Clearinghouse. In fact, the Implementation Roadmap developed in Task 4 of the project describes specific steps the research team will take to assist the engineers overseeing the HSM and Clearinghouse with the implementation of Project 17-109 findings in their respective reference works.

Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.

Recommended Activities and Leadership

For Project 17-109, the agencies believed to have an important leadership role in product implementation are identified in Table 2. The second column of this table identifies the specific activities envisioned for each agency. Of note is the role that AASHTO could have by supporting an implementation project through its NCHRP Implementation Support Program (Project 20-44). The funding obtained from this project would be used to (a) develop and deliver training and (b) support the inclusion of the research products in the HSM and the CMF Clearinghouse. All of these activities will have a significant impact on the degree to which the research products are implemented on a national basis. Implementation project funding could also be used to facilitate the webinars and workshops identified in Table 2.

Table 2. Recommended Implementation Activities and Agencies with Leadership Role.

Agency with Leadership Role Implementation Activity Implementation Category
Training Demonstration Outreach Add to Reference Document or Website
NCHRP Publish guidance document, ATSPM Safety Evaluation Methodology. X
Post guidance document and spreadsheet tool on NCHRP website for download by potential analysts. X
TRB Publicize the guidance document on TRBs weekly e-newsletter. X
Host a webinar providing an overview of products. X
Host a workshop at the TRB Annual Meeting, sponsored by one or both of the following TRB Standing Committees:
  • Local and Arterial Roadway Management
  • Safety Data, Analysis and Performance
X
AASHTO Fund an implementation project through NCHRP Implementation Support Program (Project 20-44) to:
  • Demonstrate the research products in a series of case studies.
X
  • Develop web-enabled training materials and deliver training events in various states.
X
  • Develop content for the next Highway Safety Manual (HSM); content describes products integrated in HSM methods. a
X
  • Support inclusion of project CMFs in CMF Clearinghouse. a
X
FHWA Office of Safety Include project CMFs in CMF Clearinghouse. a X
FHWA Office of Operations Publicize guidance documents and spreadsheet tools on Arterial Management website. X
ITE Host a workshop at the ITE Annual Meeting, sponsored by one or both of the following ITE Councils:
  • Traffic Engineering
  • Safety
X

a – Details associated with this activity are provided in the Implementation Roadmap developed during Task 4.

Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.

As part of their professional service activities, the members of the research team will facilitate product implementation by interacting with two TRB Committees whose mission and scope are consistent with Project 17-109 objectives. The objective of these interactions will be to ensure the committee membership is aware of the project results and to seek their support for a TRB workshop or webinar related to the research products. The two committees include:

  • TRB Standing Committee on Local and Arterial Roadway Management (ACF14)
  • TRB Standing Committee on Safety Data, Analysis and Performance and Analysis (ACD12)

The research team will encourage the members of these committees to offer ongoing implementation leadership through their website, conference activities, and other social media venues.

Potential Impediments to Implementation

The research team has identified four potential impediments to the successful implementation of the research products. These impediments are listed in the first column of Table 3. The second column of the table describes the team’s suggested approach to mitigating the challenge.

Table 3. Potential Impediments and Mitigation Approach.

Potential Impediment Approach to Mitigate Challenge
Primary audiences have traditionally not been keenly focused on safety. Agencies operating signal systems have traditionally focused on the operational performance of signals and signal systems. This focus is evidenced by very limited research to date on the safety effect of signal timing adjustments. The webinar and technical brief produced for this project will be key to informing agency staff of the significant safety benefits that can be derived through signal timing adjustments, especially when based on ATSPMs. Additionally, the research team suggests presenting key research findings at the AASHTO 2026 Safety Summit for outreach and facilitate future implementation of research products.
Limited number of ATSPM-based systems may translate into the limited use of products. While growing slowly over time, the percentage of signal systems that report ATSPMs is still relatively small. Promulgation of the ATSPM Safety Evaluation Methodology should increase this rate of growth by enabling agencies to account for the significant safety benefits attributable to ATSPM-based signal timing. Moreover, the site-based CMFs developed in this project can also be used by operators of traditional systems to assess system safety performance (provided that they can predict the ATSPM of interest using an existing predictive method, e.g., Highway Capacity Manual, Synchro).
Future editions of the HSM may not include CMFs. The second edition of the HSM does not include CMFs in its Part D. Rather, HSM Part D will include only guidance on the selection, application, and development of CMFs. The development of a stand-alone ATSPM Safety Evaluation Methodology in this project ensures that the CMFs developed for this project will be available in perpetuity through the TRB Online Bookstore.
Definition of some ATSPMs is inconsistent. Progress is being made to standardize the definition used for each ATSPM. However, some ATSPMs are not consistently defined (or computed) among agencies. To mitigate this issue, the researchers have given higher priority for CMF development to those ATSPMs that are most consistently defined.
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
Page 145
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
Page 146
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
Page 147
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
Page 148
Suggested Citation: "Appendix B: Implementation of Research Findings and Products." National Academies of Sciences, Engineering, and Medicine. 2026. Crash Modification Factors for Automated Traffic Signal Performance Measures. Washington, DC: The National Academies Press. doi: 10.17226/29358.
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