Cool work! Thanks for this, I'll pass these on to potential entrepreneurs.
Regarding the CEAs, could you say a bit more about the metrics used? Ideally, what would be a naive translation to QALYs?
Cool work! Thanks for this, I'll pass these on to potential entrepreneurs.
Regarding the CEAs, could you say a bit more about the metrics used? Ideally, what would be a naive translation to QALYs?
Thank you! Regarding the metrics for the CEAs, we struggled to look for studies on the interventions that used QALYs/DALYs. We also found it challenging to convert the available metrics into QALYs/DALYs since it is not something the team was knowledgeable about. We decided just to use the most common metric we found among the studies for each intervention to be more accurate in describing its effectiveness.
In October 2021 to May 2022, EA Philippines organized the Mental Health Charity Ideas Research project. The project's goal was to find ideas that can become highly impactful and cost-effective charities in improving the well-being of people living in the Philippines and other low- to middle-income countries. It focused on children and adolescent mental health.
This was a follow-up to the participation of Brian Tan and myself in Charity Entrepreneurship’s 2021 Incubation Program, in their region-specific track for training people to research the top charity ideas in a region. The project was awarded $11,000 in funding from the EA Infrastructure Fund in 2021 for 1.2 FTE in salary for the project for 8 months. Brian transitioned to being an advisor of the project early on, and AJ Sunglao was brought on as a part-time project co-lead, while two part-time researchers (Mae Muñoz, and Zam Superadble) were also hired.
We already held a brown bag session last June 11, 2022 discussing the research process and introducing the top four charity ideas we found last year. Now, we share deep reports on those ideas that detail the evidence supporting their effectiveness and how one might implement the charities in the Philippines. We also share the shallow reports made for the other top mental health interventions.
Access the reports here:
Here’s a quick guide to our top ideas:
| Idea Name | Description | Cost-Effectiveness ($ per unit, total costs) |
|---|---|---|
| Self-Help Workbooks for Children and Adolescents | This intervention will develop and distribute self-help workbooks to improve depression and anxiety symptoms in children and young adolescents, particularly 6 to 18-year-olds. Depending on the severity of mental health disorders, the workbook can be accompanied by weekly guidance by lay counselors through telephone, email, social media, or other available platforms. | $2.67 per WHO-5 improvement |
| School-based Psychoeducation | This preventive approach entails training and supervising teachers to deliver psychoeducation on mental health topics in their respective schools. Through weekly participatory learning sessions, students would learn to apply positive coping strategies, build interpersonal skills, and/or develop personal characteristics that would empower them to care for their mental health and navigate important life transitions. | $85.93 per GSES improvement |
| Guided Self-Help Game-based App for Adolescents | The intervention is a self-help game-based mobile application for help-seeking adolescents aged 12 - 19 years old. As a self-help format, the app aims to teach service users concepts and skills that will aid them in addressing MH concerns. The content of the app will be based on evidence-based therapeutic modalities. The game-based format is used to enhance service user engagement and prevent dropout. | $69.47 per SWEMWBS improvement
$36.89 per CDS-R reduction |
| Youth-led Mental Health Support | This intervention is a community-based intervention for adolescents aged 13-18. It uses task-sharing principles in delivering basic para-mental health support by training community members like SK officials and student leaders in basic mental health skills such as psychoeducation, peer counseling, and psychological first aid. The content of the training would be based on other community-based interventions like Thinking Healthy Programme, PM+, and Self Help+. | $105 per SWLS improvement |
Also check out this cause exploration writeup for why we should work on children and adolescent mental health in LMICs.
Note: Due to time constraints, we were not able to finish publicly shareable reports for all ideas.
We hope this will help people who want to contribute to better mental health not only in the Philippines but also in other low-resource settings, whether it is through founding an organization or continuing the research. We also want this to be an example of and guide for conducting local priorities research. Thus, we also share with you the following:
This table summarizes the four phases of our research process.
| Phase | Description | Main Tools | Idea count | Time spent |
|---|---|---|---|---|
| 0: Process Design, Training and Onboarding | We drafted the research process, created templates for each phase, did broad research and consulted with different mental health researchers and professionals. We onboarded our research analysts by introducing effective altruism and our research process. We also practiced some analyses and tools we expected to do during the next phases. | NA | NA | 2 weeks |
| 1: Idea Generation | Generating ideas by:
| Systematic Review | 56 ideas from CE and HLI and 229 studies from the systematic search | 2.5 weeks |
| 2: Informed Narrowing | We narrowed down the list of ideas through two sorts. First sort:
Second sort: The idea clusters were rated using the following criteria:
Each researcher was assigned a criterion. | Weighted Factor Model (WFM) | 56 ideas and 229 studies -> 30 idea clusters -> 10 idea clusters
| 2 weeks |
| 3: Shallow Reports | We spent 10-15 hours per idea cluster. We looked into the interventions’ effectiveness and quality of evidence, theory of change and assumptions and summarized their strengths and limitations. We started looking into specific interventions that seem promising and similar existing interventions in the Philippines. We then rated each intervention individually and their ratings were averaged to come up with one WFM. The following criteria were used:
We took the top 5 idea clusters and created cost-effectiveness analyses on them. We re-ranked the idea clusters with this additional information and took the top 3. | Theory of Change (ToC) Analysis / Process Mapping WFM Cost-effectiveness analysis (CEA) | 8 idea clusters -> 5 idea clusters / interventions -> 3 idea clusters / interventions | 8 weeks |
| 4: Deep Reports | We spent around 80 hours writing a deep report on each of the top 3 idea clusters and Guided Self-Help. We assessed the intervention and the problem it is trying to solve in the context of the Philippines and other low-and-middle income countries (LMICs). We interviewed experts. We looked deeper into the implementability of the intervention and its cost-effectiveness. | Expert Views WFM ToC CEA | 4 idea clusters | 13 weeks |
If you are interested in starting a mental health charity based on these ideas, collaborating on a research project, or discussing the project with the researchers, send an email to me: [email protected]. We are very excited for this project to lead to better things so please don’t hesitate to message us!
Excited to see more work on mental health charities! Thank you for this. I will need a bit of time to read before I comment I could comment in more detail.
What's stopping me from have a good overview of your results is that the cost-effectiveness of each proposed intervention is on a different mental-health outcome. If I am not mistaken, these have different scale sizes. Do you have results converted in effect sizes (Cohen's d)? This would mean all the outcomes are converted to the same unit, standard deviations. This makes it easier to compare and allows you to compare them to other interventions that are also evaluated in affect/wellbeing (e.g., McGuire et al., 2022).
Hi Samuel! We don't have results converted in effect sizes but most of the studies would have those reported. We used the mental health metrics instead of effect sizes since we thought it was easier for showing how effective it was for a certain mental health outcome. Having it in effect sizes would be helpful too though!