Which careers are most likely to be automated?

New and improved technologies will make jobs redundant, even as they open up new opportunities. This has always been the case, but with recent advances in Machine Learning and Mobile Robotics, changes in the labor market could be particularly extreme in the years to come. In fact, a recent paper suggests that up to 47% of American jobs could be vulnerable to automation within the next couple of decades.

That paper is “The Future of Employment: How Susceptible Are Jobs To Computerisation?”1 by Carl Frey and Michael Osborne of the Future of Humanity Institute (which is affiliated with 80,000 Hours). In the paper, widely discussed in outlets such as The Economist and The Financial Times, Frey and Osborne look at the likely impact of recent advances in order to determine which jobs are likely to be automated.

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The social impact of different professions

Economists and Harvard and Chicago recently published a paper1 that contains a number of estimates of the social value produced by different professions per dollar of salary. The estimates aren’t the core aim of the paper, but are none-the-less fascinating.

The first set of estimates are by one of the authors of the paper, Lockwood, and aims to stick to views that would be typical based on the the economics literature:

ProfessionLockwood’s estimates (additional social $ value produced per $ of salary at the margin)
Academia/research2
Advertising/marketing/sales-0.3
Agriculture0
Arts/Entertainment0
Business operations0.1
Engineering/technical0.4
Entrepreneurship2
Financial Services-0.5

What do these figures mean? Read on for more…

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A meta-analysis may not mean much

Scott Alexander recently posted an interesting and provocative article: “Beware the man of one study” (and see the follow up post here).

In the post, he points out that it’s not uncommon to find two meta-analyses with opposite results on the same question.

Indeed, especially when it comes to a politically divided issue, both sides can sometimes produce apparently overwhelming evidence in support of their case.

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Opportunity to work at JPAL as a Research Associate – just hours left to apply!

The Abdul Latif Jameel Poverty Action Lab (J-PAL) is the world leader in conducting evidence-based research in developing countries. Their mission is to reduce poverty by ensuring that policy is informed by scientific evidence.

They are currently running a winter recruitment drive (96 total positions) which ends on at 6am EST January 8th. Applications submitted during the drive will be reviewed and short-listed candidates will be contacted. During the rest of the year, applications are reviewed on a rolling basis.

What is the position?

Research Associate (RA) positions last 1-2 years, and come in two types. Field RAs (38 positions available) are based around the world, managing field implementation of specific research projects. University-based RAs (8 positions) are primarily based in North America, focusing on data analysis of research projects.

What are the benefits of the position?

  • Work directly on J-PAL research programs, which are used by Givewell and other organizations to determine the most effective global poverty interventions (a top cause).
  • Cultivate high-quality research skills. Other organizations pay J-PAL to teach them these program evaluation techniques.
  • Work in a developing country, which can be very useful if you want to work in international development.
  • Build a network and career capital for evidence-based development work. Many NGOs now have full time positions for Monitoring and Evaluation.1 Some RAs go on to top PhD programs or start their own impact evaluation NGOs.2
  • It’s paid!

Overall, if you’ve already got a graduate degree, this looks like a good way to start a career in evidence-based international development. However, we have not performed an in-depth investigation of the pros and cons of this job – this assessment is based on our background knowledge and what we’ve read about the positions online.

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Earning to give is systemic change

One of the most common criticisms of earning to give (e.g. see this article released yesterday), and advocating for charitable donations generally, is that it just makes thing better at the margin, and doesn’t address the “systemic”, “structural” “root cause” issues that really matter.

One response to this we’ve given before is: yes that’s true, but donating is still a good thing to do.

Another response we’ve given before is that if systemic change is the most important cause, donate to organisations working on systemic change. This works so long as you’re not in a job that does a lot to prevent systemic change (e.g. conservative politician, professional strikebreaker) and you don’t think the act of philanthropy itself prevents systemic change (even if donating to systemic change organisations). If you think this all sounds completely implausible, consider the example of Engles who worked as a factory manager in order to fund Marx’s research.

A response we haven’t often given before, however, is just to argue that no, promoting earning to give is a form of important systemic change: imagine how different the world would be if almost everyone regularly donated 10% or more of their income to whichever causes they thought had the biggest impact.

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Why apply to Teach First?: An interview with the UK’s largest graduate recruiter

Teach First

Teach First is a two year program that places talented graduates in schools in challenging circumstances as teachers after a rapidly accelerated six week training program. It aims to offer rapid personal development while also contributing to an important social cause. It’s similar to Teach for America in the US.

Founded in 2002, it’s now the UK’s largest graduate recruiter, hiring over 1,500 graduates in 2014, so we’re curious to learn more.

We were approached by the Teach First recruiter at Oxford, Tom Cole, and we offered to do an interview as a first step towards learning more. Teach First’s popularity is equally strong in Oxford as the rest of the country: secondary school teaching one of Oxford’s most common graduate destinations, with about 10% of the class becoming teachers, and a significant fraction of these graduates enter Teach First.

Overall, we don’t yet have firm views on the option; but my initial impression is that it’s a strong, if challenging, option for learning, building career capital and keeping your options open, which makes it an option worth considering early career if you have good personal fit, though it’s probably possible to have more immediate impact earning to give.

In the interview, we focus on the career capital benefits, which we’ve been told are often overlooked by people considering the programme.

The interview was conducted via email, but we met in person with Tom Cole to discuss the content.

The interview begins below:

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The camel doesn’t have two humps – update to software engineering profile

In our current software engineering profile, we say:

Programming ability seems to roughly divide into two groups: those who find it relatively easy and those who don’t. If in the past you’ve done well at mathematics and science and can think abstractly, then it’s likely you can learn to program well enough to get an entry-level job within about six months.

In evidence of the first claim, one piece of evidence we cited was a paper called “The Camel Has Two Humps” by Dehnadi and Bornat.

However, we’ve just discovered that Bornat has publicly redacted this paper. He says:

It’s not enough to summarise the scientific result, because I wrote and web-circulated “The camel has two humps” in 2006. That document was very misleading and, in the way of web documents, it continues to mislead to this day. I need to make an explicit retraction of what it claimed. Dehnadi didn’t discover a programming aptitude test. He didn’t find a way of dividing programming sheep from non-programming goats. We hadn’t shown that nature trumps nurture. Just a phenomenon and a prediction.

Though it’s embarrassing, I feel it’s necessary to explain how and why I came to write “The camel has two humps” and its part-retraction in (Bornat et al., 2008). It’s in part a mental health story. In autumn 2005 I became clinically depressed. My physician put me on the then-standard treatment for depression, an SSRI. But she wasn’t aware that for some people an SSRI doesn’t gently treat depression, it puts them on the ceiling. I took the SSRI for three months, by which time I was grandiose, extremely self-righteous and very combative – myself turned up to one hundred and eleven. I did a number of very silly things whilst on the SSRI and some more in the immediate aftermath, amongst them writing “The camel has two humps”.

Based on this, we’ve removed the paper from the profile, and removed the claim about the distribution dividing into two clumps.

We intend to do a more thorough review of the predictors of success in this field when we release our full profile of software engineering in the new year.

Did we make a mistake in this case? The profile was only at the “considered” stage, so not the result of in-depth research. Even so, when most skills and abilities are normally or log-normally distributed, we should have been cautious about the existence of a bimodal distribution without relatively strong evidence.

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Stop worrying so much about long-term career plans

The Thinker

Many people who ask us about their careers are clearly desperate to plan out the next decade of their career, or even their entire working life. As a result, they tended to feel anxious and even overwhelmed by the options available and the weight of the decisions in front of them.

Might this be you? Some giveaways are phrases like “how can I find the right career for me?” or “I’m trying to figure out what to do with my life”.

To people who feel this way, we have this advice: stop worrying so much about the long-term.

Don’t get us wrong, of course your career decisions are important. 80,000 Hours is built around the idea that you can make an incredible difference through your career choices, if you choose carefully.

However, we don’t think that making a detailed career plan is a particularly good way to ensure that your career goes well in the long-term. A better idea, especially at the start of your career, is to make sure you get the next step right: focus on getting into a better position, and then worry about what comes next when more decisions arise.

This may sound counter-intuitive. So why do I recommend it? Four reasons:

1. You have limited knowledge

If you’re at the start of your career, then you probably don’t know much about the career options available,

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Stop worrying so much about the long-term

The Thinker

thinker

Today I’ve been reviewing our most recent round of coaching, and something struck me about the applications. Many of them were written by people who were clearly desperate to plan out the next decade of their career, or even their entire working life. As a result, they tended to feel anxious and even overwhelmed by the options available and the weight of the decisions in front of them.

Might this be you? Some giveaways are phrases like “how can I find the right career for me?” or “I’m trying to figure out what to do with my life”.

To people who feel this way, I have this advice: stop worrying so much about the long-term.

Don’t get me wrong, of course your career decisions are important. 80,000 Hours is built around the idea that you can make an incredible difference through your career choices, if you choose carefully.

However, I don’t think that making a detailed career plan is a particularly good way to ensure that your career goes well in the long-term. A better idea, especially at the start of your career, is to make sure you get the next step right: focus on getting into a better position, and then worry about what comes next when more decisions arise.

This may sound counter-intuitive. So why do I recommend it? Four reasons:

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Learn to code in 16 weeks for free in the UK at Founders and Coders

Introduction

Ben Clifford

Are you interested in doing something like App Academy to learn to program, but in the UK? Makers Academy is often thought to be the best option, and we’ve had good reports from one of our members. But it costs £8,000. What about doing something similar for free?

In this interview, Ben Clifford – another member who changed his career due to 80,000 Hours – tells us about a free alternative called Founders and Coders. Ben recently went through the course, and is currently working at a startup in London.

If interested, you can apply here. the deadline for the next round is on Friday.

Summary of main points:

  • Founders and Coders is a free coding program based in London.
  • The course aims to make people full stack javascript developers in 16 weeks.
  • The biggest benefits of doing a coding course are providing structure and tackling motivation problems.
  • The weakest point of Founders and Coders is links to employers but Ben thinks this would not stop determined students can get jobs.
  • The most important thing for getting a place is commitment to becoming a software developer. Being motivated to do good in your career also improves your chances.
  • Applications for January close on Friday 12th December. You can attend taster days by supporting their Indiegogo campaign.

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Giving What We Can is seeking a Director of Research

Giving What We Can is our sister organisation, and we are cross posting this job opportunity from their blog:

In just five years, Giving What We Can has grown to over 660 members in 25 countries worldwide. The community has pledged over $330m towards ending poverty. We are looking for additional hires to build on this success.

Apply to be our Director of Research

Note: applications have now closed.

The deadline for submitting applications is now Midnight GMT on Friday 12th December 2014.

As Director of Research, you would lead our efforts to find the charities most effective at alleviating extreme poverty and advise the Giving What We Can community in their donation decisions.

Specifically, you would be responsible for:

  • Determining which charities we should recommend – based both the effectiveness of the interventions the charities carry out, and how well those organisations implement them.
  • Understanding the broader landscape of top charitable interventions and organisations, in order to advise our members when deciding where to donate
  • Presenting the research in compelling ways in order to encourage people to donate to the most effective charities, both via our website and presentations.

We are a small team, so you’ll also have the opportunity to be involved in recruitment, fundraising, publishing our findings in the media, and whatever else most interests you.

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Interested in working in international development? Consider 2Seeds.

Many people have told us that if you want to work in international development, it’s very useful to spend time working in a developing country (e.g. see our interview with Owen Barder), and living abroad is probably useful for exploration value too. It’s also very useful to get project management experience early on in this space, because it opens up jobs in non-profits and foundations. But management positions in the developing world are rare early in your career.

This made me interested to hear about 2Seeds, which gives graduates the opportunity to volunteer as a project manager in rural Tanazania for a year.

I met the co-founder of 2Seeds, Sam Bonsey, at a conference, and then followed up by doing the following interview with their Outreach Manager, Abby Love. Based on what I’ve seen, it looks well worth considering as an early career step, especially if you’re interested in working within international development.

Read on to see the full interview, which was conducted by email.

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Interview with a project manager at the Copenhagen Consensus

Ben recently interviewed Brad Wong about his career and current job at the Copenhagen Consensus Center (CCC), a leading global think tank which draws together over 100 top economists to work on prioritizing the solutions to the most pressing global issues.

We spoke to Brad to learn more about whether working at the CCC could be a good opportunity for our members, following up on our previous research.

The CCC is hiring two more project managers to work on a Copenhagen Consensus project for development in Bangladesh, in a role similar to Brad’s. These jobs can either be based in Dhaka, Bangladesh or Budapest, Hungary or in the Centre for Effective Altruism’s office’s in Oxford (shared with us!).

The interview was conducted via phone call. Below we summarise the key messages of the conversation, followed by some excerpts, which have been edited and reorganised for clarity.

In summary, Brad told us:

  • Brad manages a project to provide cost-benefit analysis of the UN’s next development goals.
  • Before this job, Brad completed a PhD, worked as a consultant at Booz & Company, and did strategic consulting at an Indian nonprofit, Technoserve. All three were good preparation for his current role, which requires an understanding of academic research and development, combined with the ability to manage a project and get things done.
  • Brad really enjoys his work at the CCC. Day-to-day, the work ranges from very exciting (networking with UN ambassadors) to quotidian (writing contracts, organising meetings, proofreading).
  • He’s excited about the project’s potential impact – their analysis is being used at the highest levels within the UN and there are already more than 100 media articles about the project from major outlets, such as the New York Times and Wall Street Journal.
  • Brad would like to continue working at the CCC, though long-term would like to work at a major foundation or consult for foundations.
  • 80,000 Hours did not directly affect his decision to work for CCC, but exposure to Givewell and 80,000 Hours significantly changed his attitude towards impact in his career.

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Best existing resources

This page is no longer kept up to date and we may no longer agree with all of the recommendations.

On this page, we list some of the best sources of careers advice and information we’ve found elsewhere.

Basic information on specific career paths
Occupational Outlook Handbook from the US Bureau of Labour Statistics

The online BLS Occupational Outlook Handbook has profiles on many broad categories of occupation provided by the US government. It’s a good place to look to find lists of different occupations when you’re just starting to think about your options. It also has job descriptions, skills required, pay, work environment information, and demand growth projections.

ONET

ONET is a US Department of Labour website that contains detailed profiles on different occupations. It is the most systematic and evidence-based source we’ve found that covers what jobs involve and what skills are required (collected via self-report1). For each job it has a summary report and you can see all their data on each job by clicking on the details tab in one of the job profiles.

Prospects

The UK equivalent to ONET, specializing in graduate careers, is Prospects. It also has career profiles broken down by sector, containing basic information such as what the role involves and salary at different levels.

In-depth career profiles
Wetfeet

Two sites:

You can register on wetfeet.com and get access to articles and Q&As with hiring managers at major companies.

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80,000 Hours is seeking a Head of Research

As Head of Research, you will become part of our founding team to lead our research efforts into how to select the most high-impact careers. Our research is what drives the advice we provide via our website and career coaching.

Specifically, you become responsible for:

  • Deciding what questions to investigate and personally coming up with answers to these questions, or overseeing the delegation of this research to others.
  • Helping to translate these findings into practical products that help people make better decisions – books, web applications, workshops and others.
  • Fitting the research into the overall strategy for the organisation.

We are a small team, so you’ll also have the opportunity to be involved in recruitment, fundraising, publishing our findings in the media and whatever else most interests you.

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The Centre for Effective Altruism is seeking a Chief Operating Officer

We are recruiting a Chief Operating Officer to lead our central division, managing a team that supports the recruitment, finance, logistics, HR and fundraising of all our projects. This role is a unique opportunity to shape a rapidly-growing charity into an incubator that can quickly scale up the best ideas emerging from the nascent effective altruism movement. We see this as one of the most challenging roles in the organisation, requiring a high level of competency across most skill areas. The role is located in Oxford, and you would work in our offices which are housed within the University.

The Centre for Effective Altruism is an incubator of projects we believe have potential to create significant positive change in the world at low cost. Our organisation includes two established projects, Giving What We Can and 80,000 Hours, as well as two newer projects we are incubating, the Global Priorities Project and Effective Altruism Outreach. We have also spun two projects out of the Centre for Effective Altruism – Animal Charity Evaluators and The Life You Can Save – which are both now run independently in the US.

In this role you would be involved in the operational aspects of all of CEA’s projects. You will meet and provide invaluable help to a large share of the people and projects in the effective altruist movement today. You will learn about all aspects of CEA’s work, including our expansion into other countries. As a result, it will provide you with the skills and contacts you would need to lead on future projects.

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Serial social entrepreneur, Michael Norton OBE, speaks in Oxford

The serial social entrepreneur, Michael Norton, recently spoke at 80,000 Hours: Oxford.

Michael started his career as a scientist, merchant banker and publisher before becoming a social activist. Since then, he has helped to found over 40 charities and social enterprises, including UnLtd, which has raised an endowment of over £100 million to support thousands of social enterprises. He spoke to us about his career and what he’s learned about making a difference.

What follows are some notes I made based on his presentation. All are paraphrased, and I can’t guarantee they accurately reflect Michael’s views.

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Why and how to keep your options open

Keeping options open is important for everyone, it’s especially important if you want to make a difference, because the most effective career opportunities are likely to change in the future. Indeed, we think it’s usually more important to keep your options open to make an immediate impact.

Many people think that ‘keeping your options open’ means being non-committal and avoiding tough decisions. We disagree. The best to keep your options open is to commit to building flexible abilities and resources, such as transferable skills, money and a public platform.

For more, see our new page on the topic.

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Mid-year review September 2014

This document is an update on the priorities we set in our May 2014 team plan, as part of our annual 2013 review, for the period June 2014 – September 2014.

Summary

  • We’ve made good progress on the priorities we set in our review. In general, we’ve exceeded our goals and are on-track to make the rest by the end of the year.

  • Some of our key achievements include: (i) published our expanded research pages, including 30,000 words of new static pages, (ii) completed our fundraising targets, and (iii) hired Peter Hartree as our part-time web developer, allowing us to exceed our targets on web development.

  • The main problem we face is that we’ve failed to hire someone to lead on research, which has contributed to a shortage of staff capacity in this area.

  • Over the rest of the year, we intend to focus on improving our online content and the research behind it, by (i) doing another round of work on the key web pages (ii) doing a round of coaching (iii) publishing a round of articles from our research backlog.

  • After February 2015, we’ll do our annual review, a hiring round, and our next round of fundraising.


In the rest of this document, we review in more depth (i) our big picture strategy and priorities (ii) how we’ve performed relative to the priorities we set in our last team plan (iii) the challenges we’re facing and (iv) our priorities for the next six months.

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Some causes are better than others

We tend to imagine that organised attempts to make the world a better place are almost always successful, at least to some extent. However, this is simply not the case.

GiveWell surveyed the literature on the effects of social interventions, concluding:

We think that charities can easily fail to have impact, even when they’re doing exactly what they say they are. In fact, our review of academic research has led us to believe that many of the problems charities aim to address are extremely difficult problems that foundations, governments and experts have struggled with for decades. Many well-funded, well-executed, logical programs simply haven’t had the desired results.

David Anderson, assistant director of the Coalition for Evidence Based Policy estimates:

(1) The vast majority of social programs and services have not yet been rigorously evaluated, and (2) of those that have been rigorously evaluated, most (perhaps 75% or more), including those backed by expert opinion and less-rigorous studies, turn out to produce small or no effects, and, in some cases negative effects.

Even within areas where interventions do work, the differences in effectiveness are often significant. The Abdul Latif Jameel Poverty Action Lab is a network of over 100 academics who carry out rigorous impact evaluations of interventions within international development. Within a program area, they often find that the best interventions are more than ten times as effective as others with the same aim,

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