Showing posts with label EA research notes. Show all posts
Showing posts with label EA research notes. Show all posts

Saturday, October 20, 2018

Financial returns of interstellar colonization for the sedentary

Summary: In thinking about the likelihood of interstellar colonization by our civilization, or possible alien civilizations, one question is motivation: how strong are the incentives to do so? If moderately fast self-replicating probes can build infrastructure in a new solar system and send back information or material goods requiring extensive experimentation or computation to produce, then even at current market interest rates a colonization mission could deliver extremely high return on investment. For patient long-lived decision-makers with strong property rights or stability, returns could be overwhelming.

Friday, October 19, 2018

Flow-through effects of innovation through the ages

Summary: Per the previous post, it appears that growth impacts of saving lives have historically dwarfed the immediate effects, by increasing technological innovation that eventually led to the rich and populous modern world. Active work on technological innovation contributes more to technology than the average of all activity in society, and so might be expected to have larger growth effects. Moreover, in ancient times not only did society have smaller population and output, it also invested much less of those resources into R&D. The greater neglectedness raised the marginal impact of ancient R&D enormously, so that past altruists who contributed to innovation could have had multiple orders of magnitude more impact on long-run living standards and years of life lived than those who saved lives or provided direct aid. The strength of this preference increases enormously as we consider earlier periods in history.

Wednesday, October 17, 2018

Flow-through effects of saving a life through the ages on life-years lived

Summary: Historically, human populations were much smaller, and humans have long contributed to a process of technological accumulation that lead to current enormous human populations. Thus, saving a drowning child 10,000 years ago would have, by increasing economic output and technological advance, lead to hundreds of additional human lives by today, and potentially far more in the future. Because past populations were smaller by a greater factor than they were poorer, the ancients' opportunities to bring about QALYs may be much greater and closer to those of moderns than is sometimes thought, at least within the field of local direct life-saving. Impacts were also enormously greater in comparatively non-Malthusian periods, when a saved life could compound at high local population growth rates. In some ways, this is a historical analog to Nick Bostrom's 'Astronomical Waste' argument, showing that the basic logic of longtermism has held in the past in at least some domains. However, expediting growth is a relatively easy change to transmit over long periods, whereas trajectory changes that attempt to shape the character or actions of society at future technology levels (rather than when they are reached) face the problem of decaying influence.

Wednesday, August 17, 2016

Annual 'splitting' of funding gaps can be partial funging when gaps carry over across years

In a 2015 blog post, the Open Philanthropy Project contrasted several strategies for coordinating Good Ventures' donations with those of smaller donors. One was 'splitting,' in which a large donor commits to funding only a fixed percentage of a funding gap (between two thresholds of efficacy) in a given year. The advantage of this is said to be that a $1 marginal donation by a small donor will increase funding to the recipient charity by $1, in contrast to 'funging' where the large donor reduces its donation in response to the small donor, so that funding to the recipient charity increases by substantially less than $1. However, this distinction does not hold when funding gaps can substantially carry over from year to year. In the limit of perfect carryover, funging of small donors could approach 100%. With substantial stochastic carryover funging could be likewise substantial, while 'one-time' opportunities may suffer minimal funging. I suggest that some accounting for carryover across periods must accompany 'splitting' to avoid donor illusion.

Sunday, March 27, 2016

Creating a donor-advised fund lottery

Summary: In a previous post I discussed the construction of charity lotteries, which let donors who think that the effectiveness of their donations has increasing returns to scale convert small donations into a small chance of donations large enough to exploit scale economies. However, transaction and coordination costs pose a barrier to individual users: there are scale economies to setting up charity lotteries. Effective altruists looking for projects could set up a charity lottery with low transaction costs using a donor-advised fund to provide easy access to small donors.


Friday, December 25, 2015

The age distribution of GiveWell recommended charities

Summary: GiveWell's list of top and standout charities is identical to that of 2014, although with special emphasis on the Against Malaria Foundation. Giving What We Can's recommendations have been static for several years. To estimate what rate of churn we should expect, I examine the age distribution of GiveWell (and Giving What We Can) recommended charities. For top international aid charities, typical age is a decade or less, possibly a result of focus on smaller organizations narrowly focused on interventions with recent funding gaps. 

Thursday, November 05, 2015

Various functional forms for brain-weighting wild insects and farmed land animals favor the former

Summary: Some people have offered guesses or intuitions that when comparing animals with very different nervous system scales, they should be weighted by the logarithm or square root of neural capacity, while also taking the view that the impacts of animal agriculture on wild insects are not much greater than the impacts on farmed land animals. Considering these functional forms, and linear weighting with number of neurons, it appears they assign a much greater total weight to wild insect populations affected by agricultural land use than to the land animals being farmed. This suggests a revision of some combination of the weighting schemes and evaluations of agricultural impacts.

Wednesday, November 04, 2015

Some considerations for prioritization within animal agriculture

Summary: Conflicting rationales have been offered to prioritize reduction of particular sectors of factory farming and animal agriculture, and I review a selection of these. Cattle make the largest contribution to climate change, and cattle raised for meat create the greatest demand for agricultural land use. Smaller chickens and farmed fish are much more numerous. Taking still more numerous wild animals into account would suggest that cattle farming has the largest impact, positive or negative. Taking neural capacity into account favors attention to large farmed animals, but this measure is still dominated by wild animals. Mental abilities such as learning and social intelligence do not seem to have strong implications between chickens and cattle. An alternative perspective is that focus should be on changes in human attitudes, efforts, and organizations, as these contribute to further change.

Sunday, November 01, 2015

Trends in farmed animal life-years per kg and per human in the United States

Summary: Selective breeding, drugs, and altered diets have greatly increased the quantity of milk, meat, and eggs produced per year of farmed animal life for multiple species, creating side effects that lowered the quality of life of farmed animals, and increasing consumption through lower prices. In the United States it appears that for some agricultural industries productivity increases since 1950 might have reduced farmed animal-years enough to outweigh the effect of falling prices. These include dairy, beef, and eggs. However, total animal-years of chickens raised for meat, the most populous farmed land animal, increased dramatically in total and per capita, despite a severalfold reduction in chicken-years per kg of meat sold. Increases in production efficiency may reduce demand for farmed animal-years in some mature developed country markets, while increasing demand in larger emerging markets. Further analysis using detailed income and price elasticity information, as well as welfare effects of overbreeding, could estimate net effects of technological change on animal welfare.

Wednesday, September 03, 2014

Second generation human capital benefits of migration

Summary: One important element in estimating the benefits of liberalized migration is the effect on the human capital of migrants' children. Taking human capital benefits of childhood in a developed country into account increases estimates of overall benefits, and may favor permanent migration relative to temporary guest worker programs. I discuss human capital benefits in health, language competence, educational attainment, gender equality, and attachment to location. Benefits are largest and important for immigrants with initially low human capital. Some but not all of these benefits can be attained using retained earnings of temporary migrant workers to help their children at home.

Thursday, August 21, 2014

Population ethics and inaccessible populations

Summary: On some views in population ethics, including diminishing marginal value and average views, the value of producing future generations depends on the quantity of beings and welfare in times and places beyond our causal reach. Within these viewpoints large future populations do not automatically have overwhelming moral importance. However, if there are large inaccessible populations, then perspectives like these will-like total utilitarianism and its kin-also place overwhelming weight on the interests of large future populations. Past generations of hominids, and especially of non-human animals, greatly outnumber the current generation, and provide such an inaccessible population. Life elsewhere in the universe might do so as well. Such populations, in addition to changing the recommendations within these theories, may or may not reduce the weight given to the theories in deliberation.

Thursday, June 05, 2014

Increasing and improving saving as a philanthropic cause

Summary: While labor's share of world GDP is over one half, capital's share is close to one third. When considering altruistic interventions to increase economic output, as in GiveWell Labs' exploration of U.S. policy, efforts to increase saving and investment should be considered alongside efforts to improve effective labor supply. Compulsory savings schemes and government savings schemes have been used in other developed countries to induce savings far above U.S. levels, and global adoption of such schemes could produce annual gains of many trillions of dollars, although the potential gains are substantially less than the potential gains of labor mobility. Regulatory changes to default pension/investment contributions might also capture important, albeit smaller, gains.

Tuesday, May 27, 2014

How migration liberalization might eliminate most absolute poverty

Summary: While some estimates that open borders would double gross world product implicitly project the migration of most of the developed country labor force, a much smaller quantity of migration might cut global poverty rates by half or better. The additional income to the poorest required to bring them above extreme poverty lines is in the hundreds of billions of dollars per annum, while doubling world product would approach a hundred trillion dollars of additional annual output. Legal barriers to migration, and blocked desire to migrate, are most extreme for the poorest countries, suggesting extra migrants from those sources. While migrants may receive more income gains than are needed to escape absolute poverty remittances to family, trade, and investment may help to distribute the gains more widely. Overall, the case that migration liberalization for less skilled workers could eliminate most absolute poverty is significantly more robust than the most extreme estimates of global output gains.

Wednesday, May 14, 2014

What does migration to the United Arab Emirates tell us about labor mobility?

Summary: Some notes on migration to the United Arab Emirates (UAE). As in some other Gulf oil states, e.g. Qatar, almost the entire UAE private sector workforce is composed of foreign guest workers. The ratio of foreign workers to natives is high enough that if achieved by all developed countries it could absorb the labor force of the developing countries. The distribution is dominated by less skilled workers and workers from poor countries, who enjoy much higher wages than at home, but much lower than in countries such as the United States. Emirati tolerance of extremely high immigration may be related to the almost complete insulation of Emirati nationals private labor markets, and the exclusion of migrants from citizenship and access to government revenues. In Dubai, the native population primarily subsists on taxes on the foreign-dominated private sector, enjoying an extremely prosperous standard of living. The UAE shows that truly massive guest worker programs can greatly benefit migrants and natives when politically feasible, and could eventually eliminate most global poverty if broadly imitated. 

Wednesday, May 07, 2014

Migration levies and unskilled labor mobility in Singapore

Summary: Several advocates of increased labor mobility have suggested taxes on migrants to compensate natives of destination countries for any inconveniences and to increase the reward of accepting more migrants, as a theoretical matter. In practice Singapore already accepts an exceptionally large number of unskilled and less skilled temporary workers, taxes them heavily, and uses the extensive net revenue to make a significant contribution to the public accounts. It appears that Singapore captures most of the economic surplus of migration, although migrants also benefit significantly. However, the system produces great local inequality and has a number of other problems that may outweigh fiscal benefits in its political appeal. While Singaporean migration policy seems much better than most developed countries', it is not first-best from a humanitarian point of view, and the model's value in promoting labor mobility elsewhere is uncertain, although intriguing.

Monday, May 05, 2014

What do null fields tell us about fraud risk?

Summary: Efforts to improve scientific integrity must grapple with both questionable research practices that fall within the current "rules of the game" and outright misconduct. Survey and audit data suggest disturbing lower bounds for misconduct, and suggest the possibility of rates high enough to meaningfully distort readings of the scientific literature. The problem could be worse for "null fields" studying nonexistent effects, and for studies that seemingly have top methodological standards. I discuss this analysis in the context of cold fusion and parapsychology, commonly thought to be null fields. These fields may be more at risk of fraud than others, but may also provide a warning about the potential for misconduct in more conventional domains.

Thursday, March 13, 2014

Tech and finance in the Forbes 2013 billionaire list

Summary: A rough breakdown of the 2013 Forbes billionaire list members classified to the technology and finance sectors, in terms of numbers, total wealth, and age. While finance-related billionaires outnumber tech billionaires substantially, the advantage is much less in terms of total wealth. Tech is better represented among American and especially among younger billionaires. Many disclaimers apply, and data on these extremes should not be given excessive weight in evaluating the expected financial returns of careers, which are primarily driven by much less extreme outcomes, and must be adjusted for human capital and population.

Sunday, January 26, 2014

Upward and downward biases in the "double world GDP" estimates of the gains of open borders

Summary: I discuss recent estimates that open borders could double gross world product through increases to migrant productivity. Such a doubling would be extreme, but not out of the range of our experience: it would be equivalent to raising world per capita income to the level of Greece (U.S. levels would quadruple world product), or a couple decades of continued economic growth. However, it would require the great majority of the developing world to migrate. I discuss the migration levels required for the estimates, polling and historical data bearing on migration levels, and population and economic growth trends that affect the estimates. Over several decades, the impact estimates seem too high, requiring implausible quantities and rates of migration, although potential effects remain large. Over the longer term, boosts such as population growth in poor countries and increased education for second generation migrants increase the maximum potential of migration beyond doubling world output, but development in poor countries, changes in place premium, and other changes may reduce gains over time.

Thursday, January 23, 2014

What portion of a boost to global GDP goes to the poor?

Summary: How should individuals compare the impact of donations made to the world's poorest with changes in overall economic activity which are not specifically targeted at the poor, but proportionally increase incomes worldwide? World income is on the order of 30 times income for GiveDirectly recipients, so the cost of generating a similar immediate boost in log income would also be about 30 times as great. Some industries are more evenly distributed across the world than others: an economic change that delivered equal absolute dollars gain to people around the world might only need to be a few times greater. I discuss some industries that may illustrate these poles and intermediate levels. Changes in foreign aid from dollars to rich countries appear less important than growth impacts on poor countries.

Friday, January 17, 2014

Cancer vs malaria: burden, treatment spending, R&D spending, R&D results

Summary: I compare the burden, treatment spending, and R&D spending for cancer and malaria worldwide. Cancer causes somewhat more than twice the DALY burden of malaria, but has almost 14 times the global R&D budget per DALY, and almost 60 times the global treatment budget per DALY. Funding for malaria, which is controlled by donors, has a much higher share dedicated to R&D than cancer spending. That R&D also seems to produce more results, indicating diminishing returns at work in medical R&D.