Jan 2, 2019 · 37m · a16z

a16z Podcast | Connecting People with Digital Work, the Gig Economy, and More

Laila Janah · 29m spoken Sonal Chokshi · 5m spoken Michael Copeland · 28s spoken
0:00 / 0:00
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In this episode of the a16z podcast, host Sonal interviews Laila Janah, founder and CEO of SamaSource, to discuss impact sourcing, digital employment, and social entrepreneurship. Janah explains how connecting marginalized populations to gig economy opportunities and rethinking non-profit funding models can generate sustainable economic mobility worldwide.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. The host holds 15.8% of the talking time here. How this is scored →

The host as informed peer 3.6 Guest teaching 2.8 Guest disagreement 1.1 The host pushing back 1.3
05100:0010:0020:0030:000:35–3:36 · The host as informed peer 3/10 Defining Impact Sourcing and Supply Chain Good Sonal asks a helpful framing question regarding embedding good into supply chains versus giving back at the end of the value chain. Laila expands on this by framing impact sourcing as economic opportunity rather than traditional philanthropy.3:36–6:54 · The host as informed peer 4/10 The Gig Economy, Living Wage, and Worker Protection Sonal raises a strong counter-question about alternative options for workers in the gig economy. Laila validates the premise and explains how living wages and basic worker protections differentiate ethical employment from exploitation.6:54–11:09 · The host as informed peer 3/10 Defining Social Entrepreneurship and Systemic Impact Sonal asks Laila to define social entrepreneurship, pointing out that many tech founders claim social benefits. Laila distinguishes true social entrepreneurship from Silicon Valley ventures that solve superficial problems for wealthy demographics.11:09–14:45 · The host as informed peer 4/10 B Corporations and Measuring Value Beyond Profit Sonal presses Laila on how B Corporation standards prevent greenwashing and enforce actual compliance. Laila outlines self-reported data, auditing mechanisms, and licensing fees that support B Corp credibility.14:45–18:16 · The host as informed peer 2/10 Rethinking Non-Profit Metrics and Risk Tolerance Sonal candidly admits she judges non-profits by their overhead ratio. Laila educates her using a cupcake analogy to explain why input-to-output outcome metrics matter much more than low overhead spend.18:16–20:37 · The host as informed peer 3/10 Workplace Realities, Employee Care, and Donor Accountability Sonal asks how non-profits balance office conditions and culture without creating an wasteful edifice complex. Laila illustrates employee realities using a story about street conditions near their office and discusses donor accountability.20:37–26:07 · The host as informed peer 4/10 SamaSource Impact Metrics and Beneficiary Well-Being Sonal asks detailed questions about SamaSource feedback loops and accurately predicts worker earnings trajectories over a four-year window. Laila outlines quantitative income metrics and qualitative well-being indicators.26:07–31:25 · The host as informed peer 5/10 Digital Work Tasks and the Sama School Initiative Sonal points out the paradox of training workers for machine learning tasks that may automate their jobs, and asks why Sama School does not push higher up the coding stack. Laila clarifies the strategic gap in basic digital literacy.31:25–35:13 · The host as informed peer 4/10 Evolution of Remote Work and Global Empathy Sonal and Laila engage in a peer-level exchange regarding remote work, empathy, and transparency. Sonal extends the point by introducing virtual reality as an emerging medium for building global empathy across distributed teams.0:35–3:36 · Guest teaching 2/10 Defining Impact Sourcing and Supply Chain Good Sonal asks a helpful framing question regarding embedding good into supply chains versus giving back at the end of the value chain. Laila expands on this by framing impact sourcing as economic opportunity rather than traditional philanthropy.3:36–6:54 · Guest teaching 3/10 The Gig Economy, Living Wage, and Worker Protection Sonal raises a strong counter-question about alternative options for workers in the gig economy. Laila validates the premise and explains how living wages and basic worker protections differentiate ethical employment from exploitation.6:54–11:09 · Guest teaching 3/10 Defining Social Entrepreneurship and Systemic Impact Sonal asks Laila to define social entrepreneurship, pointing out that many tech founders claim social benefits. Laila distinguishes true social entrepreneurship from Silicon Valley ventures that solve superficial problems for wealthy demographics.11:09–14:45 · Guest teaching 3/10 B Corporations and Measuring Value Beyond Profit Sonal presses Laila on how B Corporation standards prevent greenwashing and enforce actual compliance. Laila outlines self-reported data, auditing mechanisms, and licensing fees that support B Corp credibility.14:45–18:16 · Guest teaching 5/10 Rethinking Non-Profit Metrics and Risk Tolerance Sonal candidly admits she judges non-profits by their overhead ratio. Laila educates her using a cupcake analogy to explain why input-to-output outcome metrics matter much more than low overhead spend.18:16–20:37 · Guest teaching 2/10 Workplace Realities, Employee Care, and Donor Accountability Sonal asks how non-profits balance office conditions and culture without creating an wasteful edifice complex. Laila illustrates employee realities using a story about street conditions near their office and discusses donor accountability.20:37–26:07 · Guest teaching 2/10 SamaSource Impact Metrics and Beneficiary Well-Being Sonal asks detailed questions about SamaSource feedback loops and accurately predicts worker earnings trajectories over a four-year window. Laila outlines quantitative income metrics and qualitative well-being indicators.26:07–31:25 · Guest teaching 3/10 Digital Work Tasks and the Sama School Initiative Sonal points out the paradox of training workers for machine learning tasks that may automate their jobs, and asks why Sama School does not push higher up the coding stack. Laila clarifies the strategic gap in basic digital literacy.31:25–35:13 · Guest teaching 2/10 Evolution of Remote Work and Global Empathy Sonal and Laila engage in a peer-level exchange regarding remote work, empathy, and transparency. Sonal extends the point by introducing virtual reality as an emerging medium for building global empathy across distributed teams.0:35–3:36 · Guest disagreement 1/10 Defining Impact Sourcing and Supply Chain Good Sonal asks a helpful framing question regarding embedding good into supply chains versus giving back at the end of the value chain. Laila expands on this by framing impact sourcing as economic opportunity rather than traditional philanthropy.3:36–6:54 · Guest disagreement 1/10 The Gig Economy, Living Wage, and Worker Protection Sonal raises a strong counter-question about alternative options for workers in the gig economy. Laila validates the premise and explains how living wages and basic worker protections differentiate ethical employment from exploitation.6:54–11:09 · Guest disagreement 2/10 Defining Social Entrepreneurship and Systemic Impact Sonal asks Laila to define social entrepreneurship, pointing out that many tech founders claim social benefits. Laila distinguishes true social entrepreneurship from Silicon Valley ventures that solve superficial problems for wealthy demographics.11:09–14:45 · Guest disagreement 1/10 B Corporations and Measuring Value Beyond Profit Sonal presses Laila on how B Corporation standards prevent greenwashing and enforce actual compliance. Laila outlines self-reported data, auditing mechanisms, and licensing fees that support B Corp credibility.14:45–18:16 · Guest disagreement 1/10 Rethinking Non-Profit Metrics and Risk Tolerance Sonal candidly admits she judges non-profits by their overhead ratio. Laila educates her using a cupcake analogy to explain why input-to-output outcome metrics matter much more than low overhead spend.18:16–20:37 · Guest disagreement 1/10 Workplace Realities, Employee Care, and Donor Accountability Sonal asks how non-profits balance office conditions and culture without creating an wasteful edifice complex. Laila illustrates employee realities using a story about street conditions near their office and discusses donor accountability.20:37–26:07 · Guest disagreement 1/10 SamaSource Impact Metrics and Beneficiary Well-Being Sonal asks detailed questions about SamaSource feedback loops and accurately predicts worker earnings trajectories over a four-year window. Laila outlines quantitative income metrics and qualitative well-being indicators.26:07–31:25 · Guest disagreement 1/10 Digital Work Tasks and the Sama School Initiative Sonal points out the paradox of training workers for machine learning tasks that may automate their jobs, and asks why Sama School does not push higher up the coding stack. Laila clarifies the strategic gap in basic digital literacy.31:25–35:13 · Guest disagreement 1/10 Evolution of Remote Work and Global Empathy Sonal and Laila engage in a peer-level exchange regarding remote work, empathy, and transparency. Sonal extends the point by introducing virtual reality as an emerging medium for building global empathy across distributed teams.0:35–3:36 · The host pushing back 1/10 Defining Impact Sourcing and Supply Chain Good Sonal asks a helpful framing question regarding embedding good into supply chains versus giving back at the end of the value chain. Laila expands on this by framing impact sourcing as economic opportunity rather than traditional philanthropy.3:36–6:54 · The host pushing back 1/10 The Gig Economy, Living Wage, and Worker Protection Sonal raises a strong counter-question about alternative options for workers in the gig economy. Laila validates the premise and explains how living wages and basic worker protections differentiate ethical employment from exploitation.6:54–11:09 · The host pushing back 2/10 Defining Social Entrepreneurship and Systemic Impact Sonal asks Laila to define social entrepreneurship, pointing out that many tech founders claim social benefits. Laila distinguishes true social entrepreneurship from Silicon Valley ventures that solve superficial problems for wealthy demographics.11:09–14:45 · The host pushing back 2/10 B Corporations and Measuring Value Beyond Profit Sonal presses Laila on how B Corporation standards prevent greenwashing and enforce actual compliance. Laila outlines self-reported data, auditing mechanisms, and licensing fees that support B Corp credibility.14:45–18:16 · The host pushing back 1/10 Rethinking Non-Profit Metrics and Risk Tolerance Sonal candidly admits she judges non-profits by their overhead ratio. Laila educates her using a cupcake analogy to explain why input-to-output outcome metrics matter much more than low overhead spend.18:16–20:37 · The host pushing back 1/10 Workplace Realities, Employee Care, and Donor Accountability Sonal asks how non-profits balance office conditions and culture without creating an wasteful edifice complex. Laila illustrates employee realities using a story about street conditions near their office and discusses donor accountability.20:37–26:07 · The host pushing back 1/10 SamaSource Impact Metrics and Beneficiary Well-Being Sonal asks detailed questions about SamaSource feedback loops and accurately predicts worker earnings trajectories over a four-year window. Laila outlines quantitative income metrics and qualitative well-being indicators.26:07–31:25 · The host pushing back 2/10 Digital Work Tasks and the Sama School Initiative Sonal points out the paradox of training workers for machine learning tasks that may automate their jobs, and asks why Sama School does not push higher up the coding stack. Laila clarifies the strategic gap in basic digital literacy.31:25–35:13 · The host pushing back 1/10 Evolution of Remote Work and Global Empathy Sonal and Laila engage in a peer-level exchange regarding remote work, empathy, and transparency. Sonal extends the point by introducing virtual reality as an emerging medium for building global empathy across distributed teams.

speaking balance: gold is the host, purple is the guest (3 minute bins)

0:00 · the host 12.4% · guest 87.6%0:00 · the host 12.4% · guest 87.6%3:00 · the host 17.4% · guest 82.6%3:00 · the host 17.4% · guest 82.6%6:00 · the host 17.4% · guest 82.6%6:00 · the host 17.4% · guest 82.6%9:00 · the host 4.8% · guest 95.2%9:00 · the host 4.8% · guest 95.2%12:00 · the host 12% · guest 88%12:00 · the host 12% · guest 88%15:00 · the host 8.9% · guest 91.1%15:00 · the host 8.9% · guest 91.1%18:00 · the host 21% · guest 79%18:00 · the host 21% · guest 79%21:00 · the host 12.2% · guest 87.8%21:00 · the host 12.2% · guest 87.8%24:00 · the host 7.5% · guest 92.5%24:00 · the host 7.5% · guest 92.5%27:00 · the host 5.4% · guest 94.6%27:00 · the host 5.4% · guest 94.6%30:00 · the host 43% · guest 57%30:00 · the host 43% · guest 57%33:00 · the host 26.4% · guest 73.6%33:00 · the host 26.4% · guest 73.6%36:00 · the host 17.9% · guest 82.1%36:00 · the host 17.9% · guest 82.1%
Sharpest disagreement ▶ 16:33 Critiquing capital allocation risk in Silicon Valley

Laila forcefully contrasts $40 million venture investments in photo-sharing apps with the underfunding and risk-aversion surrounding urgent social crises like sex trafficking and malaria.

Hardest push from the host ▶ 13:00 Demanding enforcement details on greenwashing

Sonal refuses to take B-Corp branding at face value, explicitly interrupting and asking how certification bodies enforce compliance against corporate greenwashing.

Biggest teaching moment ▶ 15:20 Cupcake analogy on non-profit overhead

After Sonal acknowledges choosing charities based on overhead percentage, Laila corrects her mental model using a cupcake analogy to show that outcome value matters far more than internal cost splits.

The host holds their own ▶ 27:27 Identifying machine learning paradox

Sonal demonstrates strong tech industry insight by noting that having workers perform data annotation for machine learning models effectively trains the algorithms destined to disintermediate them.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Defining Impact Sourcing and Supply Chain Good 3211 Sonal asks a helpful framing question regarding embedding good into supply chains versus giving back at the end of the value chain. Laila expands on this by framing impact sourcing as economic opportunity rather than traditional philanthropy.
The Gig Economy, Living Wage, and Worker Protection 4311 Sonal raises a strong counter-question about alternative options for workers in the gig economy. Laila validates the premise and explains how living wages and basic worker protections differentiate ethical employment from exploitation.
Defining Social Entrepreneurship and Systemic Impact 3322 Sonal asks Laila to define social entrepreneurship, pointing out that many tech founders claim social benefits. Laila distinguishes true social entrepreneurship from Silicon Valley ventures that solve superficial problems for wealthy demographics.
B Corporations and Measuring Value Beyond Profit 4312 Sonal presses Laila on how B Corporation standards prevent greenwashing and enforce actual compliance. Laila outlines self-reported data, auditing mechanisms, and licensing fees that support B Corp credibility.
Rethinking Non-Profit Metrics and Risk Tolerance 2511 Sonal candidly admits she judges non-profits by their overhead ratio. Laila educates her using a cupcake analogy to explain why input-to-output outcome metrics matter much more than low overhead spend.
Workplace Realities, Employee Care, and Donor Accountability 3211 Sonal asks how non-profits balance office conditions and culture without creating an wasteful edifice complex. Laila illustrates employee realities using a story about street conditions near their office and discusses donor accountability.
SamaSource Impact Metrics and Beneficiary Well-Being 4211 Sonal asks detailed questions about SamaSource feedback loops and accurately predicts worker earnings trajectories over a four-year window. Laila outlines quantitative income metrics and qualitative well-being indicators.
Digital Work Tasks and the Sama School Initiative 5312 Sonal points out the paradox of training workers for machine learning tasks that may automate their jobs, and asks why Sama School does not push higher up the coding stack. Laila clarifies the strategic gap in basic digital literacy.
Evolution of Remote Work and Global Empathy 4211 Sonal and Laila engage in a peer-level exchange regarding remote work, empathy, and transparency. Sonal extends the point by introducing virtual reality as an emerging medium for building global empathy across distributed teams.

Statements from this episode (21)

Insight
Janah: True social impact requires embedding good into supply chains, not donations
“One percent for charity kind of programs, so we'll take one percent of profit and we'll give it away, or five percent of profit or we will, for every product you buy, give away one of something else, and while that's certainly an improvement over zero I think …”
Laila Janah Jan 2, 2019 ▶ 2:12
Assertion Not checkable as stated
Janah: Lack of economic alternatives is the primary driver of sex trafficking
“The primary driver of sex trafficking is lack of income generating opportunities for Women and their families, which forced them into this horrible trade. People aren't going into that trade because they don't know any better. They're going into it because the…”
Laila Janah Jan 2, 2019 ▶ 2:55
Insight
Janah: Education alone cannot stop sex trafficking; job creation is required
“So if we want to end sex trafficking, educating people I really don't think is going to solve the problem, but creating better jobs for those women and making sure that they have the appropriate training to attain those jobs, that's the way we're going to solv…”
Laila Janah Jan 2, 2019 ▶ 3:17
Opinion
Janah: Western 'sweatshop' label overlooks local value of developing-world factory jobs
“What we often would consider a sweatshop here in the West could be what people in a developing country regard as a decent job.”
Laila Janah Jan 2, 2019 ▶ 4:09
Assertion Not checkable as stated
Janah: Low-income gig economy workers do not feel exploited by platforms
“I think in that case, it's a little bit different from the factory model you know, or the sweatshop argument, in that people have a lot more choice and agency with smartphones and with more flexible working arrangements that the gig economy allows, and I have …”
Laila Janah Jan 2, 2019 ▶ 5:35
Opinion
Janah: Marketplace network effects disproportionately enrich founders and investors over workers
“I would say that the biggest risk we face is that the network effect that's produced by many of these marketplaces, which creates this incredible dividend for the founders and investors and those companies, isn't shared as widely as it could be. With the worke…”
Laila Janah Jan 2, 2019 ▶ 6:04
Opinion
Janah: A slight corporate tax increase should fund gig worker benefits
“You could increase, this might be unpopular, but you could increase the corporate tax rate by a very small amount, and use that increase to fund, you know, the equivalent of four one K's for those workers, or other types of benefits that are necessary.”
Laila Janah Jan 2, 2019 ▶ 6:24
Opinion
Janah: Silicon Valley startups solving problems for the wealthy lack global impact
“I have seen a lot of companies in the Valley get funded that are working on Me Too problems, or problems that only affect extremely wealthy people in extremely wealthy countries. Personally, that's not very compelling to me, and I don't think those types of bu…”
Laila Janah Jan 2, 2019 ▶ 8:55
Assertion Not checkable as stated
Janah: Samasource was the first nonprofit to run longitudinal studies via Facebook
“We were actually the first nonprofit that I know of to do longitudinal studies through Facebook, because our workers log into our platform. Originally, they had to authenticate via Facebook platform.”
Laila Janah Jan 2, 2019 ▶ 9:20
Opinion
Janah: Mark Zuckerberg is not a social entrepreneur despite Facebook's social benefit
“While I don't think that makes Mark Zuckerberg and the Facebook co-founders social entrepreneurs, because I don't think they're Our first concern was social justice or improving improving Poverty outcomes, per se, or improving the lives of marginalized people.…”
Laila Janah Jan 2, 2019 ▶ 9:31
Insight
Janah: Social entrepreneurship is the middle ground between nonprofits and profit-maximizers
“To me, social entrepreneurship is the middle ground between the traditional nonprofit charitable model that receives no earned revenue, and the profit maximizing business whose goal is to maximize profit above other concerns.”
Laila Janah Jan 2, 2019 ▶ 10:54
Prediction Not checkable as stated
Janah predicts that every business will eventually become a benefit corporation
“And I really think that that's the future of business. I think in the future, every business will be a benefit corporation.”
Laila Janah Jan 2, 2019 ▶ 12:55
Disclosure
Janah: Sama Group measures success by sustained poverty reduction to living wages
“In our case at Sama Group, we're not a B Corp, we're a non-profit, but we look at the outcome of Poverty reduction. So we look at how many people were able to move from a baseline of below the poverty line to a living wage level, and how long we can sustain th…”
Laila Janah Jan 2, 2019 ▶ 14:27
Insight
Janah: Non-profits are trapped in starvation mode by donors measuring overhead
“I think most nonprofits, I would venture to say, are in starvation mode, and they're in starvation mode largely driven by this culture of measuring them based on how much they spend on overhead versus program, which is just so sad.”
Laila Janah Jan 2, 2019 ▶ 16:35
Insight
Janah: Social investments should embrace venture-level risk and demand innovation
“We should be willing to take the same level of risk with our social investments, and we should demand of them the same level of innovation and willingness to learn.”
Laila Janah Jan 2, 2019 ▶ 17:22
Insight
Janah: A non-profit's main duty is reporting objective learnings from experiments
“To me, the only the only obligation you have if you take public money and spend it on a non-profit is to report back truthfully, objectively, and to a great level of detail on what you learned, what was the outcome of the experiment.”
Laila Janah Jan 2, 2019 ▶ 17:57
Insight
Janah: Aid-dependent governments prioritize foreign donors over their own citizens
“The great challenge in nonprofits, and you see this in international aid environments, is that, you know, country governments where the budget is largely composed of aid from richer countries are much more accountable to the donors than they are to their own p…”
Laila Janah Jan 2, 2019 ▶ 19:51
Insight
Janah: Donors should tie non-profit funding directly to beneficiary feedback
“And so I think one of the ways we solve that is for donors to kind of force that accountability by demanding in their donor reports actual feedback from the beneficiaries and having that be the primary metric that drives their follow on gifts, as opposed to wh…”
Laila Janah Jan 2, 2019 ▶ 20:15
Insight
Janah: Light-touch coding bootcamps fail to get most graduates jobs
“The feedback we've received is that a lot of people who go through these coding programs, especially if they're light touch, don't actually end up with a job.”
Laila Janah Jan 2, 2019 ▶ 30:28
Insight
Janah: The internet economy resolves capitalism's asymmetric labor and capital mobility
“The biggest problem with capitalism is that money can move freely across borders, but people cannot, and the internet economy completely turns out on its head”
Laila Janah Jan 2, 2019 ▶ 31:56
Insight
Janah: Employer rating features on digital work platforms empower workers
“Especially when workers can rate the employer, there's a level of transparency, and sort of connection that happens, that's an ultimately really good thing for the worker.”
Laila Janah Jan 2, 2019 ▶ 33:41
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