The Impact of Innovative Tax Proposals on Purchase Patterns

September 17, 2025 updated by: Jeffrey Stein, Virginia Polytechnic Institute and State University

ETM Taxes Study 1: The Impact of Innovative Tax Proposals on Purchase Patterns

This study will investigate the effect of four tax proposals (i.e. Tobacco Parity, Nicotine-Content, Harm-Reduction, and Modified Risk Tobacco Product-related taxes) on tobacco product purchasing patterns.

Study Overview

Detailed Description

This study experimentally examines the effects of largely untried integrated tax proposals. Four tax proposals will be modeled: Tobacco Parity, Nicotine-Content, Harm-Reduction, and MRTP. Tobacco products are placed into three tax tiers: high-, medium-, and no-tax, according to the goals of each proposal. In a within-subjects design, cigarette smokers will complete two control (market price) trials and four conditions in the Experimental Tobacco Marketplace, representing each of the four tax proposals. Within each condition, taxes will be increased proportionally across 5 trials (relative to tax tier) to examine how cigarette purchasing, substitution, and poly-tobacco purchasing (i.e., diversity in products purchased) are affected.

Study Type

Interventional

Enrollment (Actual)

285

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • New York
      • Buffalo, New York, United States, 14263
        • Roswell Park Comprehensive Cancer Center
    • Virginia
      • Roanoke, Virginia, United States, 24016
        • Fralin Biomedical Research Institute

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

21 years and older (Adult, Older Adult)

Accepts Healthy Volunteers

No

Description

Inclusion Criteria:

  • provide informed consent
  • provide a breath carbon monoxide sample ≥ 8 ppm,
  • be at least 21 years of age (the legal age to purchase tobacco),
  • smoke at least 10 cigarettes daily, and
  • use other tobacco products less than weekly.

Exclusion Criteria:

  • report uncontrolled physical or mental health conditions (e.g., uncontrolled diabetes, high blood pressure, major depressive disorder, etc.),
  • use of smoking cessation medications (e.g., nicotine replacement, bupropion, varenicline) in the past 30 days,
  • report concrete, immediate plans to alter/quit using their usual tobacco products in the next 30 days,
  • be pregnant or lactating, or
  • have plans to move out of the area during the experiment.

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Basic Science
  • Allocation: Randomized
  • Interventional Model: Crossover Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: Cigarette smokers - Sequence 1
Exclusive cigarette smokers will be recruited and will be exposed to two control trials and each of the four tax policy conditions in this sequence: Tobacco Parity, Modified Risk Tobacco Products, Harm Reduction, Nicotine Content.
Nicotine/tobacco products available in the Experimental Tobacco Marketplace at market price. Cigarette taxes increased across trials at the same magnitudes used in the tax conditions.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all tobacco products are placed in the high-tax tier while products that do not contain tobacco (e.g., herbal cigarettes and nicotine-free ENDS) are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, products with greater than 3 mg nicotine per single unit are placed in the high-tax tier, products with 0.6-3.0 mg/unit in the medium-tax tier, and those with 0.5 mg/unit or less in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all combustible products with high abuse liability are placed in the high-tax tier. All non-combustible products or combustible products with low abuse liability are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all non-MRTP tobacco products are placed in the high-tax tier, MRTPs are placed in the medium-tax tier, and Nicotine Replacement Therapy products are placed in the no-tax tier.
Experimental: Cigarette smokers - Sequence 2
Exclusive cigarette smokers will be recruited and will be exposed to two control trials and the four tax policy conditions in this sequence: Nicotine Content, Tobacco Parity, Modified Risk Tobacco Products, Harm Reduction.
Nicotine/tobacco products available in the Experimental Tobacco Marketplace at market price. Cigarette taxes increased across trials at the same magnitudes used in the tax conditions.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all tobacco products are placed in the high-tax tier while products that do not contain tobacco (e.g., herbal cigarettes and nicotine-free ENDS) are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, products with greater than 3 mg nicotine per single unit are placed in the high-tax tier, products with 0.6-3.0 mg/unit in the medium-tax tier, and those with 0.5 mg/unit or less in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all combustible products with high abuse liability are placed in the high-tax tier. All non-combustible products or combustible products with low abuse liability are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all non-MRTP tobacco products are placed in the high-tax tier, MRTPs are placed in the medium-tax tier, and Nicotine Replacement Therapy products are placed in the no-tax tier.
Experimental: Cigarette smokers - Sequence 3
Exclusive cigarette smokers will be recruited and will be exposed to two control trials and each of the the four tax policy conditions in this sequence: Modified Risk Tobacco Products, Harm Reduction, Nicotine Content, Tobacco Parity.
Nicotine/tobacco products available in the Experimental Tobacco Marketplace at market price. Cigarette taxes increased across trials at the same magnitudes used in the tax conditions.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all tobacco products are placed in the high-tax tier while products that do not contain tobacco (e.g., herbal cigarettes and nicotine-free ENDS) are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, products with greater than 3 mg nicotine per single unit are placed in the high-tax tier, products with 0.6-3.0 mg/unit in the medium-tax tier, and those with 0.5 mg/unit or less in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all combustible products with high abuse liability are placed in the high-tax tier. All non-combustible products or combustible products with low abuse liability are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all non-MRTP tobacco products are placed in the high-tax tier, MRTPs are placed in the medium-tax tier, and Nicotine Replacement Therapy products are placed in the no-tax tier.
Experimental: Cigarette smokers - Sequence 4
Exclusive cigarette smokers will be recruited and will be exposed to two control trials and each of the the four tax policy conditions in this sequence: Harm Reduction, Nicotine Content, Tobacco Parity, Modified Risk Tobacco Products.
Nicotine/tobacco products available in the Experimental Tobacco Marketplace at market price. Cigarette taxes increased across trials at the same magnitudes used in the tax conditions.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all tobacco products are placed in the high-tax tier while products that do not contain tobacco (e.g., herbal cigarettes and nicotine-free ENDS) are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, products with greater than 3 mg nicotine per single unit are placed in the high-tax tier, products with 0.6-3.0 mg/unit in the medium-tax tier, and those with 0.5 mg/unit or less in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all combustible products with high abuse liability are placed in the high-tax tier. All non-combustible products or combustible products with low abuse liability are placed in the medium-tax tier. Nicotine Replacement Therapy products are placed in the no-tax tier.
Tobacco products in the Experimental Tobacco Marketplace are placed into three tax tiers: high-, medium-, and no-tax. In this condition, all non-MRTP tobacco products are placed in the high-tax tier, MRTPs are placed in the medium-tax tier, and Nicotine Replacement Therapy products are placed in the no-tax tier.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Quantity of Tobacco Products Purchased in the High-Tax Tier - Product demand (intensity and elasticity)
Time Frame: 1 day
Purchasing of high-tax tier products in the ETM conditions will be fit to a commonly used exponential demand model that quantifies the relationship between the multiplicative tax factor (e.g., 2 times base tax rate) and purchasing of high-tax tier products. This demand analysis (which assumes a negative association between price and purchasing) will be used in the high-tax tier products because participants will be conventional cigarette smokers and these products (when available) will always be in that tier. As such, we expect participants to defend their purchase of cigarettes in the high-tax tier under a variety of conditions. Demand estimates will be obtained for each participant in each tax proposal.
1 day
Quantity of Tobacco Products Purchased in the Medium- and No-tax tiers - Product substitution (intensity and slope)
Time Frame: 1 day
Purchasing of medium- and no-tax products in the ETM conditions will be fit to ordinary least squares regression for each tax tier. This yields slope measures of each tax tier's product purchasing, wherein more positive slopes indicate greater substitution (i.e., greater increases in purchasing of substitutes as tax magnitudes increase). Ordinary least squares regression is used here to model purchasing in the medium- and no-tax tier because it is capable of measuring positive slopes, indicative of substitution, and distinguishing these tiers from those that do not show substitution. In the event this relationship is non-linear, we will consider other relevant models.
1 day

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Principal Investigator: Jeff S Stein, Ph.D., Fralin Biomedical Research Institute at VTC
  • Principal Investigator: Christine E Sheffer, Ph.D., Roswell Park Comprehensive Cancer Center

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

April 11, 2023

Primary Completion (Actual)

May 27, 2025

Study Completion (Actual)

June 10, 2025

Study Registration Dates

First Submitted

April 29, 2022

First Submitted That Met QC Criteria

May 6, 2022

First Posted (Actual)

May 11, 2022

Study Record Updates

Last Update Posted (Estimated)

September 18, 2025

Last Update Submitted That Met QC Criteria

September 17, 2025

Last Verified

September 1, 2025

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

IPD Plan Description

The study team will share de-identified data upon request.

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

Clinical Trials on Cigarette Smoking

Clinical Trials on Market Price Condition (control)

Subscribe