I’m glad to see some discussion of this topic here, I think it could be a pretty effective area for EAs to work. I have a few comments specifically related to electronic delivery of therapy. I’ve been following the area for awhile, although most of what I’ve read is in the context of anxiety and depression treatment so it might not be applicable to interventions focused on general happiness.
cCBT is as effective as in-person CBT for anxiety and depression in the context of a RCT. But when you change over to open access therapies, rates of adherence drop considerably, with estimates of 0.5% and 1% completion in the only two published studies I could find [1,2]. If your server time and ongoing development costs are low enough, though, cCBT could still be a cost effective approach despite poor retention. This assumes that those that fail to complete the training aren’t harmed, but evidence seems to suggest that even partial completion is helpful [1,2]. Note that in study [1], about 15.6% completed 2 or more of the 5 modules, so a larger portion of people at least partially complete the training. I haven’t done a $/DALY estimate, but it would be fairly easy to come up with one with the results from study [1].
One promising approach to improve retention is to offer health coaches, which interact with cCBT users and help them stay on track to completion. This would be more expensive, but could be a middle ground between cCBT and in-person therapy. Ginger.io is one startup using this approach, and I’m excited to see how things go for them. They offer cCBT, health coaches, and psychologists via video conferencing if needed. This approach could make it pretty seamless for those with mental illness to seek help. There are a few clinical trials testing their technology here, but I can’t find any results yet.
For a good overview of some of the other emerging startups in this space, see this article. It’s especially encouraging to see people with very strong academic credentials founding or on the boards of these startups, which suggests there is fairly good scientific support for the approach. If you want to read more of the literature, the faculty profiles at Australia National University e-health group and cbits at Northwestern are good place to start. ANU’s moodGYM has been around since 2001, so it has been tested in a number of RCTs.
How could effective altruists help in this area?
Now that a number of promising cCBT companies exist, their outcomes might be inevitable. But EAs could still help the therapies spread more quickly, fund RCTs to verify or improve effectiveness, or work directly for these research groups/companies. On the regulatory side, each state in the US has different licensing processes for mental health professionals, which prevents them from video conferencing with patients in other states. Relaxing this barrier would be especially helpful for rural patients. Getting a cCBT approved for Medicare/Medicaid in the US would also be a step forward, but I would think that stronger randomized evidence would be needed before that would happen. One interesting side note is that the UK, Australia, Denmark and Sweden found the evidence strong enough to approve cCBT years ago, so maybe the problem is that nobody has lobbied hard enough in the US?
[1] A Comparison of Changes in Anxiety and Depression Symptoms of Spontaneous Users and Trial Participants of a Cognitive Behavior Therapy Website. http://www.jmir.org/2004/4/e46/
[2] Usage and Longitudinal Effectiveness of a Web-Based Self-Help Cognitive Behavioral Therapy Program for Panic Disorder. http://www.jmir.org/2005/1/e7/
[3] The Law of Attrition. http://www.jmir.org/2005/1/e11/
[4] Adherence in Internet Interventions for Anxiety and Depression: Systematic Review. http://www.jmir.org/2009/2/e13/
[Has anyone from GiveWell looked into mental health interventions? I couldn't find an intervention report on their website but I'd be interested to know whether they have any informal take on it.]
At first blush this is pretty intriguing, especially the following points:
Other things this makes me wonder:
BTW, one note on the paper: you remark that "[a billionaire] should also run randomised controlled trials to assess how much happiness is increased by anti-poverty and anti-malarial interventions"--in fact, you can achieve a lower bound on the happiness increase of anti-malarial interventions because the main mechanism by which they reduce DALY burden (at least in GiveWell's cost-effectiveness analysis) is by reducing mortality. Unlike severe pain, one cannot hedonically adapt to being dead, so anti-malarial interventions (and other mortality-reducing interventions) should have less of the 10x bias than e.g. cash transfers.
*I'm not incredibly confident in this argument; determining the actual quality of life burden here seems like a pretty subtle measurement problem of which I'd love to see a more thorough treatment than the paper provides, since it's really the crux of the quantitative argument.
From what I can tell, the problem is more with outreach and retention than with effectiveness. Most of what I've read shows that computer based cognitive behavioral therapy (cCBT) is as effective as in-person CBT for anxiety and depression in the context of a RCT. But "in the wild", rates of adherence drop considerably, with estimates of 0.5% and 1% completion in the only two published studies I could find [1,2].
If your server time and ongoing development costs are low enough, though, cCBT could still be a cost effective approach despite poor retention. This assumes that those that fail to complete the training aren’t harmed, but evidence seems to suggest that even partial completion is helpful [1,2]. Note that in study [1], about 15.6% completed 2 or more of the 5 modules, so a larger portion of people at least partially complete the training. I haven’t done a $/DALY estimate, but it would be fairly easy to come up with one with the results from study [1].
[1] A Comparison of Changes in Anxiety and Depression Symptoms of Spontaneous Users and Trial Participants of a Cognitive Behavior Therapy Website. http://www.jmir.org/2004/4/e46/
[2] Usage and Longitudinal Effectiveness of a Web-Based Self-Help Cognitive Behavioral Therapy Program for Panic Disorder. http://www.jmir.org/2005/1/e7/
Yes, but not formally. I'll ask Howie if he'd like to comment on this post.
Hello Ben.
A couple of comments:
I wouldn't expect people to be able to adapt to severe pain, not when you consider the evolutionary advantages of always taking your hand out of the fire. I'd expect people to die before they got used to pain.
What is going on is that mental pain may have a bigger impact on your happiness then physical pain and more than we imagine it does. I.e. chronic depression is worse than chronic lower back pain.
(You might reply that this is unfair because mental pain and happiness are basically the same thing: i.e. it's obvious being unhappy has a bigger impact on happiness than just being in pain, so you've just measured the same thing twice. What you'd really want is data which showed the impact different health states have on people's emotional experience/moods (which is what I take happiness to be). Nevertheless given that depression/anxiety seems to be lots of negative mental states, whereas chronic pain isn't, that's still a point in favour of depression/anxiety being where the unhappiness is.)
And yes, so I think depression, which already looks bad on DALYs, is much worse even than that.
Also, it seems that mental health issues are all over the world in a way that, say, malaria is quite concentrated. That's why I say it's possible mental health interventions may be more effective in developed rather than developing countries - people have more technology are greater familiar with mental health.
I can't tell you what the 'in the wild' effect size is because I don't know it and I don't think it's been tried. That's why I suggest a billionaire tests it to find out! The evidence is the CBT works (remedies about 50% of cases of depression) so I'd say the challenge is more getting it to people and getting them to use it.
Developed world happiness interventions? I'm not sure what you mean. Some people in some governments are beginning to think explicitly in terms of happiness, but it hasn't really caught on.
On the death thing, we have different intuitions. In your parlance, I'd say you adapt totally to being dead: there's no you after death for anything to be good or bad for! So all this analysis is very sensitive to philosophical issues.
Sorry. Severe pain may have been a bad example. Other high-DALY-weight conditions do seem to show hedonic adaptation though, e.g. paraplegia (see my response to Lila for sources).
"hedonic adaptation applies to severe pain"
I find this implausible. Where's the citation?
Sorry. Severe pain may have been a bad example. However, for instance, paraplegia does exhibit hedonic adaptation (source) despite having a disability weight of 0.57 (source).
A meta-analysis seems to contradict that (as well as claims in the OP): http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3289759/
Good find. Should have known better than to trust well-established pysch findings. (sob) Thanks for the correction, I'll edit the OP.
I'm not sure what you think this meta-analysis contradicts. Could you please be more precise?
Card on the table, I'm more interested in 'affective well-being' than 'cognitive well-being' as they call it - i.e. 'happiness' rather than 'life satisfaction - and I take the meta-analysis as being broadly in my favour.