Raditya Pratama
Lead developer and research design
Built the website, the two advisors, the explanation methods and the study flow, and leads the research design.
About
AdviceIT
A research simulation about explaining AI investment advice, built by a team of three. It exists to find out which kinds of explanation help people follow good advice and catch bad advice. Nothing on this site is real financial advice.
What AdviceIT is
The site has a working AI advisor that recommends an investment mix for a made-up person. It also has several ways of explaining that recommendation. People who take part read six short cases, see the advisor's recommendation with one kind of explanation, and say what they would do. Half of the recommendations are deliberately wrong, and the study measures whether the explanation helped people notice.
The advisor learned from 400 cases that were reviewed by a panel of four financial experts. Everything runs in your browser, nothing about you is collected, and the whole thing is open source.
The team
AdviceIT is a team research project from the Department of Information Systems, Institut Teknologi Sepuluh Nopember, Surabaya. It grew out of a systematic literature review the three of us wrote together on trust and algorithm aversion in the choice between human and AI financial advisors.
Fausta Irsyad Ramadhan
AI ecosystem and core resources
Provides the infrastructure, compute and tooling the advisors and the site are built and served on.
Muhammad Wahyudi Wicaksono
Quality assurance and research validation
Tests the instrument against the research objectives and reviews the flow, the wording and the measures.
Roles as agreed within the team. Author order on any paper is decided per paper.
For researchers and reviewers
Design, data and methods
The study design, the training data, the model results, the references and the collected responses are each published on their own page.
Study designThe factors, the cells, the contrasts and the analysis plan.Training data and modelsILS-Bench, the two advisors, cross-validated results, every case.ReferencesThe work each design decision rests on.Researcher dashboardCollected responses, key-gated, with CSV export.Source codeEverything on this site, MIT licensed, with the verification suite.Privacy and consentWhat is recorded, what is not, and the consent text in full.
Version 2.15.0. To cite the instrument, use the citation file in the repository.
Take part in the study
About fifteen minutes, anonymous, and no real money involved.
Take part in the study