The DECIDE Framework: Describing Ethical Choices in Digital-Behavioral-Data Explorations

  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon
Take notes icon Take Notes

Behavioral sciences now routinely rely on digital data, supported by digital technologies and platforms. This has resulted in an abundance of new ethical challenges for researchers and ethical-review boards. Several contemporary high-profile cases emphasize that ethical issues often surface after the research is published, once harm has already occurred. Consequently, implementing safeguards in digital-behavioral research is often reactionary and fails to adequately prevent harm. In response, we propose the DECIDE (Describing Ethical Choices in Digital-Behavioural Data Explorations) framework, which encourages ethical reflections and discussions throughout all stages of the research process. The framework presents several questions designed to help researchers view their work from new perspectives and uncover ethical issues they might not have anticipated. We provide several resources to support researchers with their ethical reflections and discussions, including (a) the DECIDE framework spreadsheet, (b) the DECIDE desktop app, (c) information documents, and (d) flowcharts. In this article, we provide suggestions on how to use each resource to encourage proactive discussions of how ethical issues may apply to specific research contexts. By promoting continuous ethical considerations, safeguards can be put in place throughout the research project, even after research commencement. The DECIDE framework shifts ethical reflection away from being reactive toward a more proactive endeavor, reducing the risk of harm and the misuse of digital-behavioral data.

ReferencesShowing 10 of 32 papers
  • Open Access Icon
  • Cite Count Icon 47
  • 10.3758/s13428-020-01365-9
Longform recordings of everyday life: Ethics for best practices.
  • Feb 26, 2020
  • Behavior Research Methods
  • Margaret Cychosz + 9 more

  • Cite Count Icon 10
  • 10.1037/0000193-016
The Belmont Report in the age of big data: Ethics at the intersection of psychological science and data science.
  • Jan 1, 2020
  • Alexandra Paxton

  • Cite Count Icon 7
  • 10.1037/amp0001286
Ethical challenges in the use of digital technologies in psychological science: Introduction to the special issue.
  • Jan 1, 2024
  • The American psychologist
  • Leah L Light + 3 more

  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 19
  • 10.1371/journal.pone.0241865
First do no harm: An exploration of researchers' ethics of conduct in Big Data behavioral studies.
  • Nov 5, 2020
  • PLOS ONE
  • Maddalena Favaretto + 3 more

  • Open Access Icon
  • Cite Count Icon 1106
  • 10.1007/s11023-020-09517-8
The Ethics of AI Ethics: An Evaluation of Guidelines
  • Feb 1, 2020
  • Minds and Machines
  • Thilo Hagendorff

  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 35
  • 10.3758/s13428-019-01259-5
Privacy versus open science
  • Jan 1, 2019
  • Behavior Research Methods
  • Simon Dennis + 6 more

  • 10.1038/s44159-024-00333-w
Ethical principles and practices for using naturally occurring data
  • Jun 19, 2024
  • Nature Reviews Psychology
  • Alexandra Paxton

  • Open Access Icon
  • Cite Count Icon 16
  • 10.1177/1747016115579535
Facebook’s flawed emotion experiment: Antisocial research on social network users
  • May 15, 2015
  • Research Ethics
  • David Shaw

  • Open Access Icon
  • Cite Count Icon 246
  • 10.1177/20563051211019004
Studying Reddit: A Systematic Overview of Disciplines, Approaches, Methods, and Ethics
  • Apr 1, 2021
  • Social Media + Society
  • Nicholas Proferes + 4 more

  • Cite Count Icon 712
  • 10.1007/s10676-010-9227-5
“But the data is already public”: on the ethics of research in Facebook
  • Jun 4, 2010
  • Ethics and Information Technology
  • Michael Zimmer

Similar Papers
  • Preprint Article
  • 10.31234/osf.io/c8ert_v1
The DECIDE Framework: Describing Ethical Choices in Digital-Behavioral-Data Explorations
  • Mar 22, 2023
  • Heather Shaw + 5 more

Behavioral sciences now routinely rely on digital data, supported by digital technologies and platforms. This has resulted in an abundance of new ethical challenges for researchers and ethical review boards. Several contemporary high-profile cases emphasize that ethical issues often surface after the research is published, once harm has already occurred. Consequently, implementing safeguards in digital behavioral research is often reactionary and fails to adequately prevent harm. In response, we propose the DECIDE framework which encourages ethical reflections and discussions throughout all stages of the research process. The framework presents several questions designed to help researchers view their work from new perspectives and uncover ethical issues they might not have anticipated. We provide several resources to support researchers with their ethical reflections and discussions, including (i) The DECIDE Framework Spreadsheet, (ii) The DECIDE Desktop App, (iii) Information Documents, and (iv) Flowcharts. This article provides suggestions on how to use each resource to encourage proactive discussions of how ethical issues may apply to specific research contexts. By promoting continous ethical considerations, safeguards can be put in place throughout the research project, even after research commencement. The DECIDE framework shifts ethical reflection away from being reactive towards a more proactive endeavor, reducing the risk of harm, and the misuse of digital behavioral data.

  • Preprint Article
  • 10.31234/osf.io/c8ert_v2
The DECIDE Framework: Describing Ethical Choices in Digital-Behavioral-Data Explorations
  • Jun 27, 2025
  • Heather Shaw + 5 more

Behavioral sciences now routinely rely on digital data, supported by digital technologies and platforms. This has resulted in an abundance of new ethical challenges for researchers and ethical review boards. Several contemporary high-profile cases emphasize that ethical issues often surface after the research is published, once harm has already occurred. Consequently, implementing safeguards in digital behavioral research is often reactionary and fails to adequately prevent harm. In response, we propose the DECIDE framework which encourages ethical reflections and discussions throughout all stages of the research process. The framework presents several questions designed to help researchers view their work from new perspectives and uncover ethical issues they might not have anticipated. We provide several resources to support researchers with their ethical reflections and discussions, including (i) The DECIDE Framework Spreadsheet, (ii) The DECIDE Desktop App, (iii) Information Documents, and (iv) Flowcharts. This article provides suggestions on how to use each resource to encourage proactive discussions of how ethical issues may apply to specific research contexts. By promoting continous ethical considerations, safeguards can be put in place throughout the research project, even after research commencement. The DECIDE framework shifts ethical reflection away from being reactive towards a more proactive endeavor, reducing the risk of harm, and the misuse of digital behavioral data.

  • Research Article
  • Cite Count Icon 24
  • 10.1038/s41436-018-0067-8
Big data phenotyping in rare diseases: some ethical issues
  • Jan 1, 2019
  • Genetics in Medicine
  • Nina Hallowell + 2 more

Big data phenotyping in rare diseases: some ethical issues

  • Research Article
  • Cite Count Icon 182
  • 10.1038/sj.embor.7400740
Consent and anonymization in research involving biobanks: differing terms and norms present serious barriers to an international framework.
  • Jul 1, 2006
  • EMBO reports
  • Bernice S Elger + 1 more

Biological samples—such as tissues, blood and cells—are an increasingly important tool for research into human diseases and their genetic and physiological causes. To ease their storage and access, many of these samples are now stored in biobanks. The number of human biological samples in such collections amounted to several hundred million in 1999 in the USA alone—about one sample per US citizen (Eiseman, 2000; Azarow et al , 2003)—and is increasing rapidly. Three‐quarters of the clinical trials that drug companies submit to the US Food and Drug Administration (Rockville, MD, USA) for approval now include a provision for sampling and storing human tissue for future genetic analysis (Abbott, 2003). At the same time, there is a boom of population biobanks, as more and more countries establish new sample collections (Kaiser, 2002). Among the best known are: the Icelandic Health Sector Database; the Estonian Genome Project; the UK Biobank; the CARTaGENE Project in Quebec, Canada; the Banco Nacional de ADN in Spain; the International HapMap Project; and several US biobanks, such as the National Children's Study, the Marshfield Clinic's Personalized Medicine Research Project and the National Health and Nutrition Examinations Surveys. ![][1] This boom of biobanks has spawned a ‘boomlet’ of regulations and guidelines, which has created controversies, particularly about the importance and definition of informed consent. The consent of participants is usually required before biobank samples can be used in research, but the nature of this consent, and how it is obtained, vary widely. Many European guidelines take the view that general consent is acceptable to use samples for future, as yet unspecified, research projects; US and Canadian policy follows a more rigorous standard of consent. Until 2004, both Europe and the USA considered coded and linked anonymized samples—in which a code links the sample to its donor—as identifiable and therefore … [1]: /embed/graphic-1.gif

  • Research Article
  • Cite Count Icon 7
  • 10.1016/j.annepidem.2023.02.001
Current ethical and social issues in epidemiology.
  • Apr 1, 2023
  • Annals of Epidemiology
  • Jennifer Salerno + 3 more

Current ethical and social issues in epidemiology.

  • PDF Download Icon
  • Book Chapter
  • Cite Count Icon 25
  • 10.1108/s0733-558x20220000083010
The Institutional Logic of Digitalization
  • Sep 23, 2022
  • Henri Schildt

The Institutional Logic of Digitalization

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 34
  • 10.1371/journal.pone.0237875
Exploring the ethical issues in research using digital data collection strategies with minors: A scoping review.
  • Aug 27, 2020
  • PloS one
  • Danica Facca + 4 more

While emerging digital health technologies offer researchers new avenues to collect real-time data, little is known about current ethical dimensions, considerations, and challenges that are associated with conducting digital data collection in research with minors. As such, this paper reports the findings of a scoping review which explored existing literature to canvass current ethical issues that arise when using digital data collection in research with minors. Scholarly literature was searched using electronic academic databases for articles that provided explicit ethical analysis or presented empirical research that directly addressed ethical issues related to digital data collection used in research with minors. After screening 1,156 titles and abstracts, and reviewing 73 full-text articles, 20 articles were included in this review. Themes which emerged across the reviewed literature included: consent, data handling, minors’ data rights, observing behaviors that may result in risk of harm to participants or others, private versus public conceptualizations of data generated through social media, and gatekeeping. Our findings indicate a degree of uncertainty which invariably exists with regards to the ethics of research that involves minors and digital technology. The reviewed literature suggests that this uncertainty can often lead to the preclusion of minors from otherwise important lines of research inquiry. While uncertainty warrants ethical consideration, increased ethical scrutiny and restricting the conduct of such research raises its own ethical challenges. We conclude by discussing and recommending the ethical merits of co-producing ethical practice between researchers and minors as a mechanism to proceed with such research while addressing concerns around uncertainty.

  • Research Article
  • 10.1002/fsat.3404_12.x
Enabling digitisation to reduce risk in the food system
  • Dec 1, 2020
  • Food Science and Technology

Enabling digitisation to reduce risk in the food system

  • Research Article
  • Cite Count Icon 9
  • 10.4037/ccn2009285
Role of Clinical Ethicists in Making Decisions About Levels of Care in the Intensive Care Unit
  • Apr 1, 2009
  • Critical Care Nurse
  • Karen Faith + 1 more

Role of Clinical Ethicists in Making Decisions About Levels of Care in the Intensive Care Unit

  • Research Article
  • Cite Count Icon 32
  • 10.1007/s13347-021-00445-8
Ethical Issues in Democratizing Digital Phenotypes and Machine Learning in the Next Generation of Digital Health Technologies
  • Mar 21, 2021
  • Philosophy & Technology
  • Maurice D Mulvenna + 6 more

Digital phenotyping is the term given to the capturing and use of user log data from health and wellbeing technologies used in apps and cloud-based services. This paper explores ethical issues in making use of digital phenotype data in the arena of digital health interventions. Products and services based on digital wellbeing technologies typically include mobile device apps as well as browser-based apps to a lesser extent, and can include telephony-based services, text-based chatbots, and voice-activated chatbots. Many of these digital products and services are simultaneously available across many channels in order to maximize availability for users. Digital wellbeing technologies offer useful methods for real-time data capture of the interactions of users with the products and services. It is possible to design what data are recorded, how and where it may be stored, and, crucially, how it can be analyzed to reveal individual or collective usage patterns. The paper also examines digital phenotyping workflows, before enumerating the ethical concerns pertaining to different types of digital phenotype data, highlighting ethical considerations for collection, storage, and use of the data. A case study of a digital health app is used to illustrate the ethical issues. The case study explores the issues from a perspective of data prospecting and subsequent machine learning. The ethical use of machine learning and artificial intelligence on digital phenotype data and the broader issues in democratizing machine learning and artificial intelligence for digital phenotype data are then explored in detail.

  • Research Article
  • Cite Count Icon 4
  • 10.1111/j.1750-4910.2003.tb00513.x
Respecting Patients' Rights in Manuscripts: Confidentiality, Informed Consent, and IRB Approval
  • Sep 1, 2003
  • Nurse Author & Editor
  • Linda Ohler

Patients' rights for privacy and confidentiality extend to publications. This author describes how authors, reviewers, and editors can ensure patient confidentiality in manuscripts.

  • Research Article
  • 10.1016/j.ssaho.2023.100491
“Take me to the back, or they'll think I am not normal” - Ethical reflections on narrative research with people with dementia living in long-term care institutions
  • Jan 1, 2023
  • Social Sciences & Humanities Open
  • Verena C Tatzer + 1 more

“Take me to the back, or they'll think I am not normal” - Ethical reflections on narrative research with people with dementia living in long-term care institutions

  • Front Matter
  • Cite Count Icon 3
  • 10.1111/tct.12340
Research ethics and permission.
  • Nov 24, 2014
  • The Clinical Teacher
  • Michael Ross

Research ethics and permission.

  • Research Article
  • Cite Count Icon 39
  • 10.1177/0969733014524762
Evaluation of ethical reflections in community healthcare
  • Apr 8, 2014
  • Nursing Ethics
  • Ulrika Söderhamn + 2 more

Ethical reflections over care practices are important. In order to be able to perform such reflections, healthcare professionals must learn to think critically about their care practice. The aim of this study was to evaluate whether an introduction to and practice in ethical reflections in community healthcare have consequences for the healthcare personnel's practice. A mixed-methods design was adopted with five focus group interviews and an electronic questionnaire based on results from the interviews. A total of 29 community healthcare personnel with experience in ethical reflections participated in the interviews. The electronic questionnaire was sent via email to 2382 employees in community healthcare services in 13 municipalities in southern part of Norway. The study was guided by the intentions of the Declaration of Helsinki and ethical standard principles and approved by the Norwegian Social Science Data Services. An introduction to and practice in performing ethical reflections brought about an ethical awareness with understanding and respect for both colleagues and patients. The leader had a key role. Lack of time was a hindrance for ethical reflections. Three factors could predict meaningful ethical reflections: higher age of personnel, higher percentage of employment and longer experience with ethical reflections. According to other studies, ethical reflections may enhance moral development of colleagues and their actions as advocates for the patients. A deepened ethical awareness, professional competency and sufficient time resources will guarantee proper caregiving. A supportive environment that prioritizes participation in reflection meetings is decisive. To practice ethical reflections will provide better care for patients. A challenge for the community healthcare system is to offer adequate positions that provide the personnel an opportunity to be involved as caregivers and to participate in ethical reflections.

  • Abstract
  • 10.1136/emermed-2017-207114.15
PP15 Consent as an ethical consideration in the conduct of prehospital ambulance randomised controlled clinical trials: a systematic review
  • Sep 22, 2017
  • Emergency Medicine Journal
  • Stephanie Armstrong + 7 more

BackgroundClinical trials in the ambulance setting are essential for providing the basis for evidence based healthcare in the prehospital environment. As the number and complexity of ambulance trials increases the...

More from: Advances in Methods and Practices in Psychological Science
  • Research Article
  • 10.1177/25152459251379432
Do Musicians Have Better Short-Term Memory Than Nonmusicians? A Multilab Study
  • Oct 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Massimo Grassi + 99 more

  • Research Article
  • 10.1177/25152459251380452
A Tutorial on Distribution-Free Uncertainty Quantification Using Conformal Prediction
  • Oct 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Tim Kaiser + 1 more

  • Research Article
  • 10.1177/25152459251375445
Consistent and Precise Description of Research Outputs Could Improve Implementation of Open Science
  • Oct 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Evan Mayo-Wilson + 3 more

  • Research Article
  • 10.1177/25152459251351287
Citing Decisions in Psychology: A Roadblock to Cumulative and Inclusive Science
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Katherine M Lawson + 4 more

  • Research Article
  • 10.1177/25152459251360642
A Fragmented Field: Construct and Measure Proliferation in Psychology
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Farid Anvari + 6 more

  • Research Article
  • 10.1177/25152459251343043
Does Truth Pay? Investigating the Effectiveness of the Bayesian Truth Serum With an Interim Payment: A Registered Report
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Claire M Neville + 1 more

  • Research Article
  • 10.1177/25152459251361013
The DECIDE Framework: Describing Ethical Choices in Digital-Behavioral-Data Explorations
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Heather Shaw + 5 more

  • Research Article
  • 10.1177/25152459251343582
Large Language Models for Psychological Assessment: A Comprehensive Overview
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Jocelyn Brickman + 2 more

  • Research Article
  • 10.1177/25152459251355585
On Partial Versus Full Mediation and the Importance of Effect Sizes
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Thomas Ledermann + 2 more

  • Research Article
  • 10.1177/25152459251348431
Bestiary of Questionable Research Practices in Psychology
  • Jul 1, 2025
  • Advances in Methods and Practices in Psychological Science
  • Tamás Nagy + 18 more

Save Icon
Up Arrow
Open/Close
  • Ask R Discovery Star icon
  • Chat PDF Star icon

AI summaries and top papers from 250M+ research sources.

Search IconWhat is the difference between bacteria and viruses?
Open In New Tab Icon
Search IconWhat is the function of the immune system?
Open In New Tab Icon
Search IconCan diabetes be passed down from one generation to the next?
Open In New Tab Icon