Trial reportBMC public health2018
Association between time preference, present-bias and physical activity: implications for designing behavior change interventions.
Trial report in BMC public health, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
24 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Factors for adherence to a physical activity promotion program in the workplace: a systematic review.BMC public health · 2025Pooled it
- How to dampen the surge of non-communicable diseases in Southeast Asia: insights from a systematic review and meta-analysis.Health policy and planning · 2022Pooled it
- Investigating Rewards and Deposit Contract Financial Incentives for Physical Activity Behavior Change Using a Smartphone App: Randomized Controlled Trial.Journal of medical Internet research · 2022Trial
- The Effect of a Future-Self Avatar Mobile Health Intervention (FutureMe) on Physical Activity and Food Purchases: Randomized Controlled Trial.Journal of medical Internet research · 2022Trial
- Leveraging family dynamics to increase the effectiveness of incentives for physical activity: the FIT-FAM randomized controlled trial.The international journal of behavioral nutrition and physical activity · 2020Trial
- A behavioral economics-based telehealth intervention to improve aspirin adherence following hospitalization for acute coronary syndrome.Pharmacoepidemiology and drug safety · 2020Trial
- Associations of risk and time preferences with Japanese workers' physical activity and sedentary behavior.Preventive medicine reports · 2026Article
- The Information Void in Asymptomatic Chronic Disease: A Digital Health Framework for Understanding Social Media Health Information Seeking in Young Adults.JMIR infodemiology · 2026Article
- Internet use and physical activity among older adults in China: a multi-dimensional analysis with endogeneity mitigation.Frontiers in public health · 2026Article
- Associations Between Decision-Making Biases and Swallowing and Physical Functions in Community-Dwelling Older Adults: A Cross-Sectional Study.Geriatrics (Basel, Switzerland) · 2025Article
- Supply and demand barriers to PHC maternal care services uptake: qualitative and behavioural insights from Gombe State, Nigeria.BMC pregnancy and childbirth · 2025Article
- Association Between Time Preferences and Masticatory Function in Community-Dwelling Older Adults: A Cross-Sectional Study.Journal of oral rehabilitation · 2025Article
- The Association between Psychological and Behavioral Economic Factors and the Rapid Assessment Disuse Index (RADI) during the COVID-19 Pandemic.International journal of environmental research and public health · 2024Article
- Do behavioral drivers matter for healthcare decision-making during crises? A study of low-income women in El Salvador during the COVID-19 pandemic.BMC public health · 2024Article
- Examining the association between delay discounting, delay aversion and physical activity in Chinese adults with type-2 diabetes mellitus.World journal of diabetes · 2024Article
- The Impact of Monetary Incentives on Delay Discounting Within a Year-Long Physical Activity Intervention.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2024Article
- Exercise preference in stroke survivors: a concept analysis.Frontiers in neurology · 2024Review
- Association between children's caregivers time preferences and childhood overweight and obesity in Mexico.PloS one · 2024Article
- Delay Discounting and BMI in Hypertensives: Serial Mediations of Self-Efficacy, Physical Activity and Sedentary Behavior.Journal of multidisciplinary healthcare · 2024Article
- Time and risk preferences and the perceived effectiveness of incentives to comply with diabetic retinopathy screening among older adults with type 2 diabetes.Frontiers in psychology · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
backgroundThe decision to initiate or maintain a healthy habit, such as physical activity involves a trade-off between a short-term cost, such as time and effort, which are commonly identified as barriers to physical activity, and a long-term health benefit. Research suggests that individual time preference may be associated with unhealthy behaviors. However, empirical evidence of this for physical activity is scant. This study investigated the relationship between time preference and physical activity, and how this might influence behavior change.
methodsEmployees (n = 176; mean age 42.2 years) who participated in a physical activity intervention were invited to take part in a behavioral economic field experiment. Two economic experiments, using multiple price lists and monetary trade-off tables involving real money choices, were conducted face-to-face with participants to measure the two components of time preference, namely present-bias and discount rate. Together with individual risk preferences, these three variables were jointly estimated by maximum likelihood. These three parameters were expressed as a linear function of the levels of physical activity while controlling for socio-demographic variables within the same maximum likelihood framework.
resultsThose who were present-biased and who had higher discount rates did significantly less physical activity than their patient and non present-biased counterparts. A 3% lower discount rate and 1.14 unit decrement in the present-bias parameter was associated with a 30 min increase of physical activity per week. This negative association was more significant for certain sub-groups, such as younger and married adults and those with higher staff grade and those who have children. Participants who dropped out of the study earlier were more present-biased.
conclusionsResults demonstrated that discount rate and present-biasedness have a significant impact on physical activity levels. Such concepts have been largely overlooked and underutilized in physical activity interventions. Promising implications include 1) utilizing individuals' time preferences to better target interventions; 2) taking account of time preferences in the intervention design; 3) interventions attempting to correct for present-biasedness.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.