FairChoices – Updates

Updates

Make priorities and progress transparent: roadmap, changelog, and contribution/feedback channel.

FairChoices Development Priorities

2026

Here is a list of new development features we promise to deliver before July 2026:

A new league table

Making it easier to rank order interventions by various metrics, create sub/packages and organize them by different types of taxonomies (e.g. UHC compendium, delivery platforms, age groups).

A “settings” tab

Where features can be added or removed from the analysis of interest (e.g. change discount rates, forecasting period, currency, which data to run on (UN pop division or GBD population)).

A separate for country specific analysis

Where country teams that are working in FairChoices will have their own login. The global web tool will be running on generic template data, but country analytics tool will run on local parametrized data. A separate validation feature will be developed for testing local models.

A more user-friendly parametrization system

Making it easier to add and update utilization and coverage of interventions.

A more tailored download feature

Tailored excel files with selected interventions, rather than the full package as it is now.

Improve taxonomy

Add more interventions and details per intervention.

Add a separate “Finance” tab

So that the financing of interventions that are given priority in “Set priority” are being made more explicit.

Improved workflow

Both management and technical solution for adding and updating new interventions.

Improve information about the certainty of evidence assumptions

A stronger academic referencing system (Zotero) will be implemented.

More interventions with indirect effects

Like essential emergency care, fever evaluation, etc., will be added.

An improved equity/fairness module

With more advanced analytics on lifetime health and how to deal with trade-offs between maximization and priority to worse-off (with proper documentation and possibility to turn on/off in “Settings”), inclusion of social welfare functions (different shapes of weighing various ethical concerns – priority to young/old), make a separate tab where cost-effectiveness thresholds are selected for each of the equity criteria in the tool.

Update generic epidemiological/demographic input

With GBD 2023 data.

Update NHA data for all countries

A new metric

Average number of healthy years gained gained per patient per intervention, will be added as a new column in league table.

Substantive refactoring

To make it easier for onboarding of researchers and collaborating partners to use and develop the analytical codes for the model.

Technical features

New data storage system (Amazon S3), a safer data storage with filter systems, and info boxes for all metrics being used.

2025

Here is a list of development features delivered in 2025

1. Cost Analysis & Equity Integration
Equity Module
  • Introduce an equity-focused module considering lifetime ICERs and weighting assumptions.
Cost Overview
  • Create a total cost panel summarizing costs across interventions and scenarios.
  • Integrate total budgets from the “Set Budget” tab.
Micro-Costing
  • Develop new micro-costing tools, starting with maternal and neonatal interventions as test cases.
2. Equity and Ethical Decision-Making
Criteria Weighting
  • Add a flexible module for weighting multiple criteria with start/stop ages, within the equity framework.
  • Introduce a simple points system (1–3) for ranking interventions.
  • Allow users to adjust thresholds, weight ranges, and apply continuous scoring functions.
Indirect effects Pilot Modelling
  • Begin modelling indirect effects of interventions (EECC) as a pilot project outside FairChoices.
3. Data Input, Access & Export
Advanced input tool
  • Introduce advanced input tool beta version.
  • Add taxonomy features to the beta tool.
  • Add taxonomy draft feature.
Input & Data Validation
  • Enable uploading of baseline coverage data directly from Excel.
  • Show warnings if baseline coverage values exceed 100%.
Dataset Availability
  • Allow downloading of all input datasets (PIN, coverage, unit costs) in CSV or Excel format.
Results Export
  • Enable export of filtered results for selected interventions.
  • Make all tables, figures, and results downloadable (CSV, XLSX, PNG, PDF).
Definitions & Guidance
  • Add a definitions section and hover-over explanations for all columns and metrics.
4. User Experience & Communication
Documentation
  • Develop a well-formatted website and PDF manual with technical and non-technical materials.
  • Prepare a full user manual with instructional videos and training modules.
5. Website & Outreach
Website Redesign
  • Highlight FairChoices’ unique focus on equity, fairness, and ethics beyond traditional CEA.
Country Applications
  • Update the list of countries where FairChoices has been applied, including short descriptions of usage.
Transparency & Future Plans
  • Add a homepage section showing current functionality, future plans, and team priorities.
  • Include timelines, postponed tasks, next meetings, and a request form for new priorities.
6. Miscellaneous
Internationalization
  • Add multilingual support for multiple languages.
Finance tab
  • Add finance tab with the costs alignment by financing source (%s) with the values set by the users in the Set Budget tab.

Changelog

Add a lightweight changelog for the tool and website. This builds trust with policy users.

January 2025

Version 2.1.0 – Enhanced Export Features

Added CSV and Excel export functionality for all result tables. Improved data validation for baseline coverage uploads.

December 2024

Version 2.0.5 – Bug Fixes and Performance

Fixed calculation errors in the equity module. Improved loading times for large datasets. Enhanced mobile responsiveness.

November 2024

Version 2.0.0 – Major Release

Complete redesign of the user interface. Added new equity analysis features. Implemented advanced filtering options.

October 2024

Version 1.5.2 – Documentation Update

Added comprehensive user manual with video tutorials. Updated method documentation with latest research findings.