Following the people and events that make up the research community at Duke

Students exploring the Innovation Co-Lab

Category: Business/Economics Page 1 of 8

Soldier to Philanthropist: Abraham George’s Lasting Legacy at Shanti Bhavan

From his time in the Indian military to his journey to the NYU Stern School of Business to making his mark in India through his social work, Abraham George seems to be, and indeed is, a jack of all trades. He is the founder and principal of Shanti Bhavan, a school for students born into India’s lowest socioeconomic class.

“The last 29 years since I founded Shanti Bhavan, it has been the most rewarding and satisfying part of my life – I’ve done a lot of stuff, but nothing compares to what I’ve done with this,” George said. “The satisfaction comes from the fact that the children we have worked with are able to acquire jobs in Amazon and study in schools like Duke – one of them is here!” His words were infused with unmistakable passion. The crowd cheered the former student. We experienced a collective shiver down our spines; the fruit of George’s work was right in front of us – undeniable and beautiful.

The story of his life’s work was made into a Netflix documentary called “Daughters of Destiny.” Created and produced by Vanessa Roh, it featured the lives of students at the boarding school George founded. During his talk, we saw an ABC news segment called “Shanti Bhavan: haven of peace”.

After hearing the inspirations and motivations behind the creation of this boarding school, the designation of it being a ‘haven of peace’ is irrefutable.

George didn’t start in philanthropy. As an 18-year-old he found himself in the Indian military; he was posted near Tibet (in the Salem pass) where his job was to establish gun positions in case China invaded the country, India. In subzero temperatures, he lived through it for eleven months. During his time there, he read a quote ‘there is nothing right about war, it is about who is left’.

And so, George began asking himself questions: Why was he ready to take people’s lives? What was he truly doing with his life? And what would life be like in service of others?

He embarked on a newfound journey: to create a safe space where religion, caste or class does not matter. Today, Shanti Bhavan serves as a school for all – where students are not called ‘students’ but rather ‘children’.

A crucial question still stands: does the success of Shanti Bhavan prove the effectiveness of all charitable projects? When asked, George was quick to point out the fact that without money, there is no success. Consequently, his first goal was to earn, and second was to fund. Perhaps then all charitable causes could be effective if one has funding? It’s difficult to have a concrete answer, but it goes without saying that if it is true, George’s work serves as evidence.

George moved on from the life of a solider, to pursue education in the hopes of reaching a place where he could benefit others. “Think of a world only a heart can build and never ask why” – a memorable quote from a true benevolent force, akin to angelic presence.

Post by Noor Nazir, Class of 2027





Liam Frumkin and AHAV: Improving Lives Through Simple Snacks

We’re all familiar with the quintessential elementary school bake sale: hand-drawn posters, homemade treats, and shockingly high price tags, all in the name of charity. However, for Duke sophomore Liam Frumkin, his Few Quad bake sale resulted in a potential Shark Tank Product.

Liam Frumkin, Trinity '26
Liam Frumkin, Trinity ’26

Frumkin is a 20 year old economics major who recently got back from a gap year developing AHAV, a snack company specializing in healthy treats. AHAV, which means “to love” in Hebrew, has a mission statement “To Improve Lives Through Simple Snacks and Simple Ingredients!” Through selling healthy cookie dough bites and donating a portion of the proceeds to the National Eating Disorders Association (NEDA) and No Kid Hungry, Frumkin has been able to turn his bake sale into an amazing entrepreneurial venture. 

Frumkin’s story started seven years ago when he began to develop an eating disorder. Throughout his freshman and sophomore years of high school, Frumkin remembers losing unhealthy amounts of weight through constant exercise and eating very little. At grocery stores, he was overwhelmed by ingredient lists and nutritional contents of the snacks lining the aisles. 

His eating disorder came to its peak during his junior year, when he was hospitalized and began professional treatment for his eating disorder. Throughout treatment, Frumkin began to cook more in order to create snacks that both satisfied his cravings, and felt comfortable and safe to eat. At first, he says, Frumkin was doing this “just for [him]self”. 

When Frumkin arrived at Duke in August of 2021, he continued cooking in his dorm kitchens. Intrigued, his dorm-mates and friends would stop by to inquire and try Frumkin’s creations. Frumkin said he received stellar feedback about the nutritional value and deliciousness of his treats (I can confirm, having tried AHAV chocolate chip cookie dough bites, that they are, in fact, delicious). Because of his obsession with Shark Tank (I’m sure we can all relate), Frumkin began looking into how to capitalize on his passion of creating nutritional snacks. 

Liam and his very first batch of cookie dough bites.

And so, Frumkin began to hold bake sales in front of Few Quad on West Campus, selling ziploc bags of his homemade treats. Within a couple of months, he had made thousands of dollars, far surpassing my elementary school bake sales. When the Duke Administration caught wind of Frumkin’s bake sales, they informed him that the sale of foods without a license were illegal and encouraged him to find a professional kitchen.

Frumkin agreed with Duke and began searching for a professional kitchen, eventually finding a Duke alumnus who had started their own food business through an accelerator program called Union Kitchen. Union Kitchen accepts eight people a year and in exchange for 10% equity, allows access to kitchens, resources, and connections.

Frumkin applied to the program with zero expectations, not even telling his parents about his plans. However, after receiving the good news, his parents were nothing but supportive.

Liam and his parents in the AHAV kitchen.

With nothing but a few suitcases and ziploc bags of cookie dough bites, Frumkin began his semester off, moved to Washington D.C., and started work on AHAV. 

Pretty soon, a gap semester turned into a gap year, and Frumkin launched AHAV on January 1, 2023. At the time of the launch, Frumkin had already partnered with local retail stores to sell AHAV products in-store. When I talked with Frumkin, he expressed immense appreciation for Union Kitchen’s connections and their help getting his company off the ground.

Liam and the first bag of AHAV ever produced.

Frumkin turned to TikTok and Instagram to share his own journey with his eating disorder and to market AHAV, receiving resounding support from his followers, who resonated with both Frumkin’s story and AHAV’s mission. AHAV has more than 120,000 followers across various social media platforms and a team of six full-time employees based out of Washington D.C.

The AHAV logo

From applying for Shark Tank, to grocery stores like Trader Joe’s and Whole Foods, AHAV clearly has a bright future. AHAV has also donated over 120,000 meals to kids in need and helped over 6,000 kids get treatment for their eating disorders. Frumkin’s philanthropy has really lived up to AHAV’s meaning of “to love” and the heart-based logo. 

During his time-off, Frumkin found himself struggling with loneliness, having no consistent interactions with students his own age. Since he’s been back, Frumkin says he’s still searching for that perfect work-life-school balance. Despite this, he still says it is hands-down the smartest decision he’s ever made, which he largely credits to Duke’s support. During his time-off, Frumkin said Time Away From Duke was extremely supportive and accommodating. Since being back on campus, he’s reached out to the Innovation & Entrepreneurship Office and connected with fellow Duke students who are eager to help with video editing, marketing, etc. Frumkin also found support from Duke’s extensive alumni network, which he met through the pre-orientation group Project Edge, as well as the Duke in Silicon Valley program. 

Frumkin says that as a freshman, he still continued to struggle with disordered eating. He frequently met with a nutritionist from Duke Student Health, who he says was very helpful, specifically around his obsession with nutrients and ingredients. Frumkin stressed that students with eating disorders can fight their battles together. He says one of the most rewarding parts of starting AHAV has been sharing his journey and helping other people realize that they’re not alone. 

By Emily Zou, Class of 2027

Capital, Canaries, or Catalysts: Insurance Industry’s Role in Climate

Mining foreman R. Thornburg shows a small cage with a canary used for testing carbon monoxide gas in 1928. Credit: George McCaa, U.S. Bureau of Mines

Throughout the 19th and 20th centuries, canaries were used in coal mines to assess the risk of toxic gasses. If the birds became ill or passed away, their fate served as a warning for miners to vacate the premises. 

Similarly to how a canary detects unseen risks, the insurance industry is responsible for matching assets to liabilities based upon risks, according to Francis Bouchard, the managing director for climate at the insurance company Marsh McLennan. Bouchard spoke at Duke University on November 10 to discuss the insurance sector’s responsibility to tackle risks as a result of climate change.

During a one-year residency that begins in January, Bouchard will explore ways in which the insurance sector can incentivize and support advances in management of climate risks by helping Duke to build new research partnerships and networks with the insurance and other affected sectors.

Historically, the insurance industry has served as a catalyst to influence safety regulations for the welfare of citizens, as opposed to a canary that withers under risks. Take, for instance, the World Columbian Exposition in Chicago in 1893. It was the first time in history “anyone would deploy electricity on a large level,” Bouchard said. Therefore, an insurance company sent an engineer to examine the security of the electricity and determine the hazards for attendees. Consequently, the brightest minds of this sector banded together to create the Underwriters Laboratories, which is now the largest testing laboratory in the United States. 

But more recently, the insurance sector has not acted as a catalyst in its role to address climate risk. Several policies and systems “distort the purity of the risk signals insurance companies send.” Firstly, its inability to combat systemic level risks as they are providing individual incentives. The industry is highly effective in “handling individual risk and incentivizing immediate actions to address an immediate risk,” Bouchard said, but this method cannot translate on a systemic level.

Secondly, the insurance sector provides a “temporal mismatch” as they sell 12 months of risk, but the lasting impacts of climate change will not occur within a year. Therefore, their “ability to capture in a 12 month policy, decades worth of climate change risk is impossible.”

Thirdly, the regulations for insurance differ between states. In most states, the insurance commissioner dictates the price of insurance based upon the company’s risk assessment because when “risk goes up, price of risk also goes up.” When citizens cannot afford insurance, commissioners are more likely to side with the experts of the insurance companies as opposed to their disadvantaged constituents.

Finally, their climate model is not advanced enough to estimate how specific cities will change within a few decades due to climate change. Therefore, it cannot entirely predict its risks either. 

You can watch Bouchard’s talk, with slides, on YouTube

The insurance industry has been successful in its asset-liability matching “in committing some of its capital to advancing climate technology or green technology.” However, this sector receives “publicity around insurance companies withdrawing capital from wildfire or climate exposed jurisdiction.”

This system is explained by the TCFD Filing, which was created by the Bank of International Settlements to discover insurance companies exposure to climate transition issues, physical risks from climate change, and their strategy to aid clients. Essentially, most insurance companies are not “concerned about physical risks” as they would simply reprice their 12-month insurance policy if there is a heightened threat to physical risk. According to Bouchard, the “insurance industry has already signaled through its TCFD filings precisely what their strategy is: ‘we’re gonna play this game as long as we can and then we’re going to withdraw.’” Therefore, an insurance company would continue to increase their cost until a person can no longer afford its price or actually endures physical damage to which they would cease providing insurance. “These last resort-type mechanisms are when the government steps in,” Bouchard said. He even estimates that the government will control 30% of this $1 trillion industry ($2 trillion globally) within ten years. This is dangerous as the government is already enduring fiscal dilemmas and will not be equipped to manage the complexity of the sector.

Bouchard, with 30 years of experience in this industry, said he “truly, truly believes in the social role that the industry plays. I’m petrified that we’re not going to be there to help society cope with climate with the technical knowledge we have, the expertise we have, the mechanisms we have, and the money.” If the sector continues upon this path, they will dissolve under the risks, similarly to a canary in a mine. 

Francis Bouchard’s work in combating climate battles with insurance is of the utmost necessity. Continued global warming will force citizens to rely on this industry for aid against climate disasters. The most recent Conference of Parties, created by the United Nations for climate change discussions, recognized the insurance industry as a “key finance player in climate transition alongside private industry and government because the world is recognizing that we have a key part to play.”

By Samera Eusufzai, Class of 2026

How to be a Global Inventor

Gadgets, devices, doo-dads, oh my! The Duke Global Health Institute (DGHI)  recently hosted three of its members to lead a panel on creating medical devices for low- and middle-income countries. The event was called “Global Medical Device Innovation: Three Models for Creation and Commercialization.”

Each sought to decrease costs and increase scalability for medical procedures. In short, they are expert inventors who are doing good in the world. 

Two of the most prominent inventors of our era. Image courtesy of Disney.

We’ll go step-by-step in a moment, but to start you on your journey to being just like our panelists, here’s a short glossary:

Standard-of-care: a public health term for the way things are usually done.

IRB: institutional review board, a group of people, usually based in universities, that protect human subjects in research studies. 

Screening: when doctors look at signs your body might show to determine
whether you need to be tested for certain conditions. 

Supply-chain: the movement of materials your product goes through before, during, and after manufacturing. It is a general term for a group of different suppliers, factories, vendors, advertisers, researchers, and others that work separately. 

Regulatory pathways: supply-chain for government approvals and other paperwork you need to have before introducing your product to the public.

Step 1: Meet your Mentors

Walter Lee is Chief of Staff of the Department of Head and Neck Surgery & Communication Sciences, Co-Director of the Head and Neck Program, and an affiliate faculty member at the Duke Global Health Institute. He presented ENlyT (pronounced like en-light), a newfangled nasopharyngoscope – a camera that goes down your nose and down your throat to screen for cancer. He wants to expand with partners in Vietnam and Singapore. 

Marlee Kreiger helped found the Center for Global Women’s Health Technologies at Duke in 2007. Since then, she has led the Center in many interdisciplinary and international ventures. In fact, the Center for Global Women’s Health Technologies spans both the Pratt School of Engineering and the Trinity College of Arts and Sciences. She presented on the Callascope, a pocket-sized colposcope – a camera device for cervical cancer screening. 

Julias Mugaga will soon be a visiting scholar at Duke – until then, he heads Design Cube at Makerere University in Uganda. He presented his KeyScope, a plug-and-play surgical camera with 0.3% of the cost of standard-of-care cameras. 

Kreiger’s presentation slides

Step 2: Name your Audience

DGHI has “global” in the name, so it is no surprise that these presenters serve communities around the world. Perhaps something that inventors like Dr. Doofenshmirtz often get wrong is that new innovation should come at the benefit of underserved communities, not at the cost of them. For Lee, that focus would be in his collaborations in Vietnam; for Mugaga it was his community in Uganda; and for Kreiger, it was the many studies conducted in Zambia, Tanzania, Kenya, Costa Rica, Honduras, and India.

Each of the presenters could agree that the main strategy is simple: find partners. Community members on the ground. Organizations that can benefit from your presence.

Another prominent–albeit villainous–inventor, Dr. Doofenshmirtz. Image courtesy of Disney.

Another notable aspect of your audience will be the certification you vie for. Depending on your location, you may need different permissions to distribute your product, or even begin on the journey to secure funding from certain sources.

In the United States, the most relevant regulatory pathway is FDA clearance, which is notably less restrictive than the CE mark distributed in the European Union. Both certifications are accepted in other countries, but many of the inventors on the panel opted to secure a CE mark to potentially appeal to a wider variety of governments around the world.

ISO is an international organization that is also necessary for certification, particularly if you are looking to test a medical product. No reason to be dragged down by the paperwork, though! When asked about securing Ugandan product certification, Mugaga declared, “This is one of the most exciting journeys I have taken.” His path to clearance was even more wrought with uncertainty – without steady sources of material in the Ugandan economy, it is harder to earn FDA or CE approval, two of the most widely-acknowledged certifications in the world. 

Mugaga’s presentation slides

Step 3: Test 

Now that you have permission, you can start changing lives. Many participants in our panelists’ studies were patients in community health clinics across the globe. Their partners in these clinics also had the opportunity to save tens to hundreds of thousands of dollars in equipment. While it seems like a no-brainer, there are ethical concerns that need to be addressed first. For that, you need to fill out…. You guessed it: more paperwork. IRB approval is usually granted by educational institutions (as you should recall from my handy glossary), and is crucial to secure before any testing with humans is started. In fact, the government (and most private investors) won’t even give you a second glance if you ask them for money without IRB approval. 

One big hurdle many of the panelists noted was a distrust of the technology and institution it came from – a foreign entity testing their products on you does not always invoke fear, but it certainly does not always promote trust. Kreiger noted that the work of their community health partners does the heavy lifting on that front; not only are they known community pillars, but they have authority to promote health technology through their existing relationships. If you run into trouble identifying partners in your inventorship journey–never fear. Lee has a message for you: “Ask around. At Duke, there’s always an expert around who’s willing to lend you their time.”

Step 4: Distribute

Now that you are an expert, your invention works, and you’re saving lives, you can attempt to cement your design as standard-of-care. This may look different depending on where in the world you want to distribute, but the next step is to contract a large-scale manufacturer. Your materials have been sourced by now (FDA says they better be) — so finding someone to put them together at an industrial scale should be easy! Your cost may fluctuate at this scale with the increased labor costs, but bulk production and distribution altogether should provide you, your institution, and your clients the best possible chance at changing the world. 

Lee did not receive NIH funding until his fourth attempt at applying. Kreiger did not settle on the first manufacturer contracted. Mugaga is still in the process of securing a CE mark. And yet, all of them are success stories. You can see the ENlyT saving lives in hospitals in Vietnam; you can track the reallocation of $18,000 in savings from purchasing a Calloscope; and if you’re lucky, you’ll catch Mulgaga on campus next year as a visiting scholar at Duke!

Post by Olivia Ares, Class of 2025

Blue is The New Color of Sustainable Investing

The green bond market’s remarkable success, currently valued at over US $500 billion[i], shows how bond finance is an effective way to raise substantial capital for climate-related investments. Following on this success, blue bonds are emerging as the newest trend in sustainability investing and they’re poised to make waves.

Introduced in 2008, green bonds commit to using the funds they raise exclusively for environmentally friendly projects, assets, or business activities[ii]. Since then, the green bond market has seen explosive growth and helped to shape investor attitudes toward sustainable investing.

The blue bond market — blue as in oceans — is where green bonds were 15 years ago[iii]. Blue bonds are a relatively new type of sustainability designed to finance the conservation and sustainable management of ocean and coastal resources[iv].

The Republic of Seychelles issued the first blue bond in 2018, with funds dedicated to expanding Marine Protected Areas (MPAs) and improving fisheries governance[v]. To date, only 25 other blue bonds have been issued[vi]. Although in its infancy in comparison to green bonds, the blue bond market is poised to follow a similar trajectory as governments, companies, and investors begin to realize the importance of the blue economy and the relationship between climate change and our oceans[vii].

The Ocean’s Big Role

The ocean covers 70% of the Earth’s surface, comprises 97% of all water on earth, and contains 99% of all living space on the planet[viii]. It plays a vital role in absorbing carbon dioxide and producing the oxygen we breathe, it is a significant component of the global economy, and a key element in fighting climate change. However, governments and organizations around the world continue to abuse the ocean rather than protect it. But with over three billion people reliant on a healthy ocean for their livelihoods, and more than 350 million ocean-related jobs, continued exploitation of our oceans will have catastrophic consequences[ix].

Commitments without Capital

The past few years have seen numerous commitments to restoring and protecting the long-term health our oceans. The United Nations declared 2021-2030 as “The Ocean Decade” and the 30×30 campaign pledges to protect at least 30% of the ocean by 2030[x]. Despite these commitments, the ocean remains chronically underfunded. Sustainable Development Goal (SDG) 14 “Life Under Water” receives the least amount of long-term funding of any of the SDGs. Recent reports suggest that $175 billion per year is needed to achieve SDG 14 by 2030; and yet, between 2015 and 2019, just below USD $10 billion was invested.[xi]

Source: https://icg.citi.com/icghome/what-we-think/citigps/insights/sustainable-ocean-economy

Not only does this gap prevent any meaningful progress, the cost of inaction is devastating. Failing to invest in our oceans could result in a total bill of USD $200 billion to $1 trillion a year by 2100 in loss of land, people relocation, and coastal protection[xii]. To put it simply, we cannot afford to underinvest in our oceans.

Mobilizing Capital Through Blue Bonds

Current ocean funding comes primarily through public and philanthropic sources, which are essential, however incredibly insufficient. Enabling the increased use of private finance is critical to achieving ocean conservation goals, and the use of blue bonds can play an essential role.

Bonds are a debt instrument that facilitates an interaction between a borrower and an investor. The investor provides capital to the borrower, and the borrower is required to pay back that capital within a certain period. In the case of blue bonds, the borrower is also required to use the capital to create positive impact on the marine environment. Such an arrangement enables the borrower to access significant amounts of capital upfront and provides the investor with a predictable income stream. This relationship is of particular use within the climate landscape. Green and blue bonds effectively unlock additional sources of capital for climate-related investments and enable private investors to participate in markets that would otherwise be considered too risky.

Source: https://enviroaccounting.com/green-bonds-and-pay-for-performance/

Successful Green Bonds as a Blueprint

To enable the rapid and responsible scaling of the blue bond market, we can leverage existing frameworks from green bonds as models. The green bond market has seen numerous innovative bond structures that support investment in traditionally underserved markets and align financial incentives with sustainability-focused outcomes. Three of these innovative bond issuances are outlined below and offer unique opportunities to apply similar structures to the blue bond market.

Blue is the New Green: A deep dive into three green bond structures and how they can turn blue

The Wildlife Conservation Bond

In 2022, The World Bank and Global Environment Facility issued a first-of-its-kind Wildlife Conservation Bond (WCB) which channels investment into conservation outcomes. This five-year $150 million bond contributes to protecting and increasing black rhino populations in two protected areas in South Africa[xiii]. The WCB is a great example of an innovative green bond that unlocked new financing streams for biodiversity protection and conservation initiatives.

Using the Wildlife Conservation Bond as a model, we can replicate this template across new geographies and species and transform how conservation is funded. Investors in the WCB do not receive coupon payments. Instead, the issuer makes conservation investment payments to help fund rhino conservation initiatives. In a similar manner, blue bonds can be created that enable coupon payments to be channeled to protect critical marine species.

Uruguay’s Sustainability-Linked Bond

In 2022, Uruguay issued a USD $1.5 billion sustainability-linked bond which includes a pricing feature designed to reward progress made on emissions-reduction targets. Coupon payments received by investors would decrease if the Uruguay government met pre-determined emissions targets, but if targets were missed there was a required increase in payment[xiv]. This arrangement aligned financial and environmental incentives and offered a signal to borrowers that more affordable finance is available in return for performing – or exceeding – sustainability strategies[xv].

Similar financing structures could be applied across a range of sustainability goals within the ocean landscape. Rather than reward progress on emissions reductions, blue bonds could be structured to offer favorable financing for biodiversity, establishing marine protected areas (MPA ) reducing plastic pollution, or fisheries management.

The Forests Bond

The Forests Bond was issued by the International Finance Corporation in 2016 to help unlock private finance for reducing deforestation. Investors in the USD $152 million Forests Bond could choose to receive coupons in the form of verified carbon credits, rather than cash payments[xvi]. This arrangement helped to boost demand for carbon credits and demonstrated investor interest in sustainability-focused investments.

The Forests Bond model can be repeated to support conservation of blue carbon ecosystems such as mangroves, salt marshes, and seagrasses. Blue carbon ecosystems sequester two to four times the amount of carbon of terrestrial forests, however, it is estimated that these ecosystems are being destroyed at four times the rate of tropical forests[xvii]. Designing a bond to act as a catalyst for the blue carbon market could offer the critical incentives needed to protect these essential environments.

Building the Blue Bond Wave

In all three of the above cases, investor demand for the green bond far exceeded initial expectations or the planned bond offering. This indicates that there is high investor interest for innovative bond models that provide both positive financial and climate returns. The main challenge is then providing investors with enough attractive opportunities to participate. With just 25 blue bonds issued to date, the blue bond market is nascent. Establishing a robust blue bond market requires transparency, standardization, and accountability. Clear Key Performance Indicators (KPIs) must be developed to demonstrate the tangible benefits of blue bond investments in terms of ocean conservation and sustainable resource management. Additionally, collaboration between governments, financial institutions, and environmental organizations is essential to create a supportive ecosystem that encourages blue bond issuance. Ultimately, the future of the blue bond market hinges on aligning financial incentives with environmental objectives, fostering innovation, and building a robust infrastructure that inspires trust and commitment from a diverse set of stakeholders[xviii].

Guest Post by Mackenzie Audino, 2024 Masters candidate in business administration and environmental management. This project was completed as part of the ClimateCap Fellowship, a program of the ClimateCap Initiative led by Duke University’s Fuqua School of Business and supported by the Hearst Foundations.


[i] https://www.sciencedirect.com/science/article/pii/S0308597X22002664#bib26

[ii] https://www.oecd.org/environment/cc/Green%20bonds%20PP%20%5Bf3%5D%20%5Blr%5D.pdf

[iii] https://unglobalcompact.org/take-action/ocean/communication/blue-bonds-accelerating-sustainable-ocean-business

[iv] https://www.undp.org/indonesia/blog/indonesia-launches-worlds-first-publicly-offered-sovereign-blue-bond-undps-support

[v] https://www.worldbank.org/en/news/press-release/2018/10/29/seychelles-launches-worlds-first-sovereign-blue-bond

[vi] https://www.mdpi.com/1911-8074/16/3/184

[vii] https://www.wellington.com/en-gb/intermediary/insights/blue-bonds-marine-ecosystem

[viii] https://oceanliteracy.unesco.org/our-blue-planet/

[ix] https://www2.deloitte.com/content/dam/Deloitte/uk/Documents/risk/ocean-financing.pdf

[x] https://marine-conservation.org/30×30/

[xi] https://www.weforum.org/whitepapers/sdg14-financing-landscape-scan-tracking-funds-to-realize-sustainable-outcomes-for-the-ocean/

[xii] https://www.nature.com/articles/s41467-021-23168-y

[xiii] https://www.worldbank.org/en/news/press-release/2022/03/23/wildlife-conservation-bond-boosts-south-africa-s-efforts-to-protect-black-rhinos-and-support-local-communities

[xiv] https://www.reuters.com/markets/rates-bonds/bank-floats-10-bln-brazilian-bond-plan-halt-amazon-deforestation-2022-12-19/

[xv] https://www.ifre.com/story/3661444/latin-america-bond-uruguays-us15bn-sustainability-linked-bond-wh65f7xrlp

[xvi] https://www.conservation.org/docs/default-source/peru/forests-bond_factsheet.pdf?Status=Master&sfvrsn=867eadb8_3

[xvii] https://siwi.org/latest/what-are-we-getting-wrong-about-blue-carbon/

[xviii] OpenAI. “The future of the blue bond market and what needs to happen to increase the amount of capital that is invested.” ChatGPT, 2023, [https://chat.openai.com/c/ba58a2d7-1129-465c-9fa5-f4815f08aa91]. Accessed [September 27, 2023]

My Face Belongs to The Hive (and Yours Does Too)

Imagine having an app that could identify almost anyone using only a photograph of their face. For example, you could take a photograph of a stranger in a dimly lit restaurant and know within seconds who they are.

This technology exists, and Kashmir Hill has reported on several companies that offer these services.

An investigative journalist with the New York Times, Hill visited Duke Law Sept. 27 to talk about her new book, Your Face Belongs To Us.

The book is about a company that developed powerful facial recognition technology based on images harnessed from our social media profiles. To learn more about Clearview AI, the unlikely duo who were behind it, and how they sold it to law enforcement, I highly recommend reading this book.

Hill demonstrated for me a facial recognition app that provides subscribers with up to 25 face searches a day. She offered to let me see how well it worked.

Screen shot of the search app with Hill’s quick photo of me.

She snapped a quick photo of my face in dim lighting. Within seconds (3.07 to be exact), several photos of my face appeared on her phone.

The first result (top left) is unsurprising. It’s the headshot I use for the articles I write on the Duke Research Blog. The second result (top right) is a photo of me at my alma mater in 2017, where I presented at a research conference. The school published an article about the event, and I remember the photographer coming around to take photos. I was able to easily figure out exactly where on the internet both results had been pulled from.

The third result (second row, left) unsettled me. I had never seen this photo before.

A photo of me sitting between friends. Their faces have been blurred out.

After a quick search of the watermark on the photo (which has been blurred for safety), I discovered that the photograph was from an event I attended several years ago. Apparently, the venue had used the image for marketing on their website. Using these facial recognition results, I was able to easily find out the exact location of the event, its date, and who I had gone with.

What is Facial Recognition Technology?

Researchers have been trying for decades to produce a technology that could accurately identify human faces. The invention of neural network artificial intelligence has made it possible for computer algorithms to do this with increasing accuracy and speed. However, this technology requires large sets of data, in this case, hundreds of thousands of examples of human faces, to work.

Just think about how many photos of you exist online. There are the photos that you have taken and shared or that your friends and family have taken of you. Then there are photos that you’re unaware that you’re in – perhaps you walked by as someone snapped a picture and accidentally ended up in the frame. I don’t consider myself a heavy user of social media, but I am sure there are thousands of pictures of my face out there. I’ve uploaded and classified hundreds of photos of myself across platforms like Facebook, Instagram, LinkedIn, and even Venmo.

The developers behind Clearview AI recognized the potential in all these publicly accessible photographs and compiled them to create a massive training dataset for their facial recognition AI. They did this by scraping the social media profiles of hundreds of thousands of people. In fact, they got something like 2.1 million images of faces from Venmo and Tinder (a dating app) alone.

Why does this matter?

Clearly, there are major privacy concerns for this kind of technology. Clearview AI was marketed as being only available to law enforcement. In her book, Hill gives several examples of why this is problematic. People have been wrongfully accused, arrested, detained, and even jailed for the crime of looking (to this technology) like someone else.

We also know that AI has problems with bias. Facial recognition technology was first developed by mostly white, mostly male researchers, using photographs of mostly white, mostly male faces. The result of this has had a lasting effect. Marginalized communities targeted by policing are at increased risk, leading many to call for limits on the use of facial recognition by police.

It’s not just government agencies who have access to facial recognition. Other companies have developed off-the-shelf products that anyone can buy, like the app Hill demonstrated to me. This technology is now available to anyone willing to pay for a subscription. My own facial recognition results show how easy it is to find out a lot about a person (like their location, acquaintances, and more) using these apps. It’s easy to imagine how this could be dangerous.

There remain reasons to be optimistic about the future of privacy, however. Hill closed her talk by reminding everyone that with every technological breakthrough, there is opportunity for ethical advancement reflected by public policy. With facial recognition, policy makers have previously relied on private companies to make socially responsible decisions. As we face the results of a few radical actors using the technology maliciously, we can (and should) respond by developing legal restraints that safeguard our privacy.

On this front, Europe is leading by example. It’s likely that the actions of Clearview AI are already illegal in Europe, and they are expanding privacy rights with the European Commission’s (EC) proposed Artificial Intelligence (AI) regulation. These rules include requirements for technology developers to certify the quality of their processes, rather than algorithm performance, which would mitigate some of these harms. This regulation aims to take a technology-neutral approach and stratifies facial recognition technology by it’s potential for risk to people’s safety, livelihoods, and rights.

Post by Victoria Wilson, MA Bioethics and Science Policy, 2023

Helping People and Wildlife Coexist in Ways That Benefit Both, Using Math

Duke team wins top prize in mathematical modeling contest


Safari-goers watch a pride of lions in the Maasai Mara, a famous game reserve in Kenya. Credit: Ray in Manila, CC BY 2.0 via Wikimedia Commons
Safari-goers watch a pride of lions in the Maasai Mara, a famous game reserve in Kenya. Credit: Ray in Manila, CC BY 2.0 via Wikimedia Commons

Of all the math competitions for college students, the annual Mathematical Contest in Modeling (MCM) is one of the biggest. And this year, Duke’s team took home a coveted top prize.

Undergraduates Erik Novak, ’24, Nicolas Salazar, ’23, and Enzo Moraes Mescall, ’24, represented the Blue Devils at this year’s contest, a grueling 4-day event where teams of undergraduates use their mathematical modeling skills to solve a real-world problem. The results are finally in, and the Duke team was chosen as one of the top 22 outstanding winners out of more than 11,200 teams worldwide.

Their task: to analyze some of the challenges facing a nature reserve in Kenya known as the Maasai Mara. This region is named for the local Maasai people, a tribe of semi-nomadic people who make a living by herding cattle. It’s also teeming with wildlife. Each year, more than a million wildebeests, zebras and gazelles travel in a loop from neighboring Tanzania into Kenya’s Maasai Mara Reserve and back, following the seasonal rains in search of fresh grass to eat.

Some 300,000 safari-goers also flock to the area to witness the massive migration, making it a major player in Kenya’s billion-dollar tourism industry. But protecting and managing the land for the benefit of both wildlife and people is a delicate balancing act.

The reserve relies on tourism revenue to protect the animals that live there. If tourism slumps — due to political unrest in Kenya, or the COVID-19 pandemic — desperate communities living around the park resort to poaching to get by, threatening the very wildlife that tourism depends on.

Poachers aren’t the only problem: wild animals such as lions, leopards and elephants sometimes venture into human settlements in search of food. Conservationists must strike a balance between protecting these animals and managing the dangers they pose by raiding crops or killing valuable domestic livestock.

Tourism is a mixed blessing, too. While safari-goers bring money into the region, they can also disturb the animals and pollute the Mara River, and off-road drivers can erode the soil with their jeeps.

The mission facing the Duke team was to identify ways to mitigate such conflicts between wildlife and people.

From left: Teammates Erik Novak, ’24, Nicolas Salazar, ’23, and Enzo Moraes Mescall ’24 finished in the top 0.1% in the 2023 Mathematical Contest in Modeling.

This year’s contest ran over a single weekend in February. Camped out on the third floor of Perkins library, the team of three worked 12 hours a day, fueled by a steady supply of Red Bull and poke bowls. During that time, they built a model, came up with budget and policy recommendations, and wrote a 25-page report for the Kenyan Tourism and Wildlife Committee, all in less than 96 hours.

They built a mathematical model consisting of a system of six ordinary differential equations. According to the model’s predictions, they said, it should theoretically be possible to increase the reserve’s animal populations by about 25%, reduce environmental degradation by 20%, nearly eliminate retaliatory lion killings, and cut poaching rates in half — all while increasing the average yearly flow of tourists by 7.5%.

Participating in a smaller-but-similar contest last fall, the Triangle Competition in Mathematical Modeling, helped them prepare. “It’s kind of like a practice for the MCM,” Salazar said.

Veronica Ciocanel

“They did not win that contest, but they took everything they learned and look what they did with it. I’m very proud,” said assistant professor of mathematics and biology Veronica Ciocanel, who coached the team and co-organized the Triangle competition.

In addition to finishing in the top 0.1% of competitors, the Duke team got three additional awards for their performance; the Mathematical Association of America (MAA) award, the Society for Industrial and Applied Mathematics (SIAM) prize, and an International COMAP Scholarship Award of $10,000.

The problems in these contests tend to be much more open-ended than typical coursework. “We didn’t know what the solution was supposed to be or what tools to use,” Novak said.

Modeling, computation and coding skills are certainly important, Ciocanel said. “But really what matters more is practice, teamwork, and communicating their results in a written report. Students who have a solid course background don’t need to do anything else to prepare, they just need to be creative about using what they know from the courses they already took.”

“Use what you have and work well together,” Ciocanel said. “That I think is the most important thing.”

Robin Smith
By Robin Smith

Is The World In Crisis?

According to a recent NPR/Ipsos poll, nearly 70% of Americans believe that U.S. democracy is “in crisis and at risk of failing.” Two out of every three respondents also agree that U.S. democracy is “more at risk” now than it was a year ago. 

These fears are not unfounded. For the past three years, the United Nations Human Development Report has issued increasingly grave warnings for the state of the world. The warnings focus specifically on the Anthropocene, rising inequality, and growing polarization, conveying themes of both uncertainty and hope.

Pictured above: The 2022 Human Development Report.

On March 22nd, the director of the United Nations Human Development Report Office, Dr. Pedro Conceição, discussed his perspective at Duke University. The fireside chat was hosted by the Duke Center for International Development and the South-North Scholars, and was moderated by Dr. Anirudh Krishna.

“People should be able to live their lives at their full potential,” Dr. Conceição began. “When you look at the world and see how people are living their lives compared to how they should be living their lives, you get the need for human development.”

First introduced in 1990, the Human Development Report focuses on improving the quality of human life, rather than just the economy in which human beings live. The report emphasizes three pillars: people, opportunity, and choice. “Living life to your full potential is essentially about human freedom,” Dr. Conceição said. It is these freedoms that are at risk as the conditions in the Human Development Report worsen.

Credit: 2021/22 United Nations Human Development Report.

“We need to dig more deeply into why we aren’t taking action,” Conceição maintains. He explains that current efforts to spark change are too factual. Governments and corporations are focused too heavily on raising awareness and should pivot to trying to take tangible steps.

Political division is also a major source of stagnation, as those who lie on either side of the spectrum tend to be more insecure in their views of the future. Because of these obstacles, it requires a “more complex and unusual way of trying to understand these problems.”

The report has citizens from around the world concerned about potential declines in the quality of well-being. But Dr. Conceição asserts that the reports are meant to communicate hope.

“It’s precisely because we are having this level of uncertainty that this becomes even more relevant,” he said. In fact, it is this uncertainty that the report will build off of for future publications. The literature will dig deeper into novel areas of uncertainty, to figure out the best way forward.

An analysis of the current global uncertainties. Credit: 2021/22 United Nations Human Development Report.

Dr. Conceição urges students to invest in the United Nations and its initiatives, as it is crucial in creating a better outlook on the future. As Abraham Lincoln once expressed, “The most reliable way to predict the future is to create it.”

Want to get involved with the United Nations? Click here!

Written by: Skylar Hughes, Class of 2025

Why There Has Never Been Infrastructure ‘Justice for All’

Since coming to Duke nine years ago, I gained the realization that all rural communities are virtually the same… the infrastructure neglect is still the same.”

Catherine Coleman Flowers

Catherine Coleman Flowers is no stranger to action. Since the start of her career, she’s accomplished everything from working as the Vice Chair of the White House Environmental Justice Advisory Council to founding the Center for Rural Enterprise and Environmental Justice. An internationally recognized advocate for public health, Flowers has worked tirelessly to improve water and sanitation conditions across rural America.

Pictured above: Catherine Coleman Flowers
Credit: Credit: John D. and Catherine T. MacArthur Foundation

On February 9th, Duke University students got to hear from Flowers in a powerful seminar sponsored by Trinity College. A Practitioner in Residence at the Nicholas School of the Environment, Flowers discussed her incredible activism journey.

“I became an activist very, very young,” she said. Her family heritage nurtured her love for the environment early on, as well as her home state of Alabama. In high school, she began to read about the sanitation crisis happening in rural Alabama, Lowndes County in particular.

“I learned that poor people (there) were being targeted for arrest because they couldn’t afford sanitation systems,” Flowers said. The poverty rate in this historically Black county is double the national average, and sewage treatment is not provided for many residents. For those who can afford sanitation systems, they are often far from adequate, such as poorly maintained septic tanks. Issues like exposure to tropical parasites and improper installations are rampant throughout the county.

A man in Lowndes County assessing his septic tank. Credit: The Associated Press

“It builds upon the structural inequalities that make sure these areas remain poor,” Flowers said. Across the US, millions of rural areas face the same complications. From places like ‘Cancer Alley’ in New Orleans to the city of Mount Vernon in New York, sanitation systems are failing miserably.

“We saw families that couldn’t live in their houses half the time because of the sewage that was running into their home,” Flowers explained. Unsurprisingly, almost all of the areas facing these issues are home to minority communities. “The narrative used to be, ‘they don’t know how to maintain it,’ but that isn’t true. The technology isn’t working at all.

In November of 2021, Flowers filed the first-ever civil rights complaint against sanitation in Lowndes County. Thanks to her, as well as other prominent community activists, the issue garnered nationwide attention. In less than a year, the county received a $2.1 million grant from the USDA to begin solving the sewage crisis. Similar funding efforts have also been seen in Mount Vernon. “That is an example of what a solution can look like,” Flowers said.

“That’s the kind of power that you have as a Duke student,” Flowers said in closing. With almost one million dollars available for student funding annually and access to one of the greatest networks in the world, Duke students are in a remarkable position to make a change, she said. In North Carolina, counties like Duplin and Halifax are in need of outside help. “Growing up in the computer age, you can bring those skills needed to assist those applying for funds.”

Duke’s Environmental Justice Network

So, what can you do? Above all, Flowers emphasizes the importance of leading from behind. ” Don’t go in the community and try to lead from the front… People from the community need to be involved from the design to the implementation.”

As students, our assistance is needed in the form of support. From assisting with grant applications, to utilizing our network access to spread the word, there are so many ways to get involved. True equity is found not when we speak for the community, but rather when we strengthen the community’s ability to speak for itself.

Click here to get in contact with Ms.Catherine Coleman Flowers, and click here for more information about work you can do in the local community!

Post By Skylar Hughes, Class of 2025

“Brains are Weird… and the World is Difficult”

Institute for Consumer Money Management, and Duke University’s Center for Advanced Hindsight.

Intending to do the right thing doesn’t always lead to actually doing it, a tendency formally known as the “intention-behavior gap.” We can intend to go to bed early and still go to bed late. We can want to exercise and still choose not to. We can recognize the importance of saving extra money and still choose to spend it instead. So why is it so hard to change our behavior? Because, says Jonathan Corbin, Ph.D., “brains are weird” and “the world is difficult.”

Corbin is a senior behavioral researcher at the Center for Advanced Hindsight at Duke University. The Center for Advanced Hindsight recently partnered with NOVA Labs, Thought Cafè, and the Institute for Consumer Money Management to create the NOVA Financial Lab, a group of financial literacy games targeted at adolescents and emerging adults. In each game, players practice managing money while taking care of a pet. You may never have to sneak a cat into a concert or prepare a retirement plan for a dog in real life, but you will need to understand concepts like budgeting, interest, and debt. “What we hope people start to do,” Corbin says, “is really think about, ‘What decisions should I make now to make better decisions later?’”

Essentially, “Money spent now is money that can’t be spent later.” As intuitive as that might seem, “The way we think about money is relative, and it’s not linear.” When you’re already spending thousands of dollars on a car, for instance, an extra five hundred dollars for a feature you may or may not need “feels like a very small amount of money,” but in a different situation, its value can seem higher. How many times, Corbin points out, could you go out to eat with five hundred dollars?

The three games combine financial literacy with behavioral science to explore why people make the decisions they do and how they can start to make better ones.
Source: https://advanced-hindsight.com/wp-content/uploads/2022/03/CAH-NOVA.pdf

There are three games: Shopportunity Cost, Budget Busters, and Exponential Potential. (“One of the people from PBS helped us come up with these cute names,” Corbin says.) They each involve different skills, but they all focus on “financial literacy from a behavioral science perspective.” Players have to contend with both external obstacles and common behavioral biases to make financial decisions for a pet. “I always choose the dog,” Corbin adds, “but I understand other people might choose the cat.” (I chose the cat.)

The first game, Shopportunity Cost, focuses on short-term financial planning. It involves dressing a pet up like a person in order to sneak them into a concert for the night. “You have to make decisions that optimize the pet’s happiness while also being able to make it to the concert and back home,” but you have a limited amount of money to spend. If you spend too much money too soon, you’ll run out, but if you’re too frugal, your pet won’t enjoy the evening. As goofy as the concert scenario is, it introduces players to an important concept known as opportunity cost, which refers to the potential benefits we miss out on when we choose one alternative over another. Say you’re debating between a $50 outfit and a $30 one. The opportunity cost of choosing the more expensive outfit is $20, but shoppers don’t always consider that. “Opportunity cost neglect is the simple idea that when we’re faced with financial decisions, we tend not to consider alternative uses for that money.” Reframing the $30 outfit as “a $30 dress that I’m okay with plus 20 extra dollars” that could be spent elsewhere might lead you to choose the cheaper outfit. Or it might not. “Sometimes you want the $50 outfit, and that’s perfectly fine… but a lot of the time that might not be the right decision.” Like many things, taking opportunity cost into account is a balancing act. “We shouldn’t obsess over every possible opportunity that there is,” Corbin cautions, but “consider[ing] opportunity costs can lead to better financial decisions.”

Budget Busters, meanwhile, involves medium-term planning. Players have to manage checking, credit, and savings accounts while caring for their pet over a six-month period. Along with purchasing essential and non-essential items to attend to their pet’s basic needs and happiness, players have to contend with unforeseen circumstances like medical emergencies. The game introduces people to the 50-30-20 rule, a budgeting concept that involves devoting 50% of income to essentials, 30% to non-essentials, and 20% to savings. Budget Busters also explores the principle of mental accounting, the idea that aside from formal budgets, we have “categories in our head” that change our perception of money. “Let’s say you get birthday money from your relative. That money tends to be a different kind of spending money to you than money you get from your paycheck,” Corbin explains, because “money feels different in different contexts.” 

There are parallels in Budget Busters. Sometimes players receive unexpected windfalls like gifts or prizes. (My cat won $40 for being “Best in Show” at the local pet pageant.) Players get to decide whether to use the extra money on a “fun” item for their pet or put it into savings. Corbin says “gift money” is a classic example of a misleading mental account. “We tend to overspend… because it feels like it’s not even our money in a way.” In reality, though, money has “fungibility,” meaning it’s “exchangeable… across any account.” In other words, “money is money,” regardless of where it comes from.  A $10 bill, for instance, can be exchanged for two fives without changing its value. (Non-fungible tokens, or NFTs, lack this property. “You can’t exchange the picture of a cat you bought from the internet for Chipotle.”) Like Shopportunity Cost, Budget Busters focuses on both traditional financial concepts and common behavioral tendencies that affect decision-making. “None of these things are necessarily bad,” Corbin emphasizes, “but they’re things that one should be aware of… when that natural proclivity may be swaying them in the wrong way.”

Budget Busters, which focuses on monthly budgeting, also encourages players to look closely at discounts when shopping. “Sometimes the discount that looks really good from a  percentage-off perspective isn’t actually the better discount” in terms of overall budgeting and total amount of money saved, Corbin warns.

The last game, Exponential Potential, explores concepts like compound interest, debt, and investment. The premise of the game involves traveling back in time to balance debts and investments. The goal is to make your pet a millionaire. By showing players how investment decisions can affect future net worth, the game seeks to increase understanding of processes involving exponential growth. Exponential Potential introduces the concept of exponential growth bias. According to Corbin,  “We tend to underestimate things that grow exponentially.” He cites the coronavirus pandemic as an example: “Even the people who were making the graphs of Covid’s growth… it’s really hard for them to figure out how to show that to people.” Log-transformed graphs are one option, but they can be deceptive by making the slope look flatter. Similarly, when dealing with exponential growth in the financial world, “People are going to underestimate how badly they’re going to get burned” by debt, but they may also underestimate how much they’ll benefit by saving for retirement.

With compound interest, for instance, “The interest gets applied both to principle and to interest from the last time, and that’s where exponential growth happens.” In the game, players have the opportunity to adjust how much money to put toward paying off debts, investing, and saving for retirement each month. Then they travel decades into the future to see how their decisions have affected their pet’s net worth.  “We’re hoping that that kind of feedback allows you to think through… what you might have done wrong and try to correct,” Corbin says. Once again, though, raw numbers aren’t the only factor at play. “We just want people to understand what the optimal way to do this is, and if there’s a better way for them to do that psychologically, that’s fine.” Debt account aversion, for example, refers to the fact that people want to have fewer debt accounts, meaning they are often eager to pay off accounts in full when they can. Some financial advisers suggest that “because they think it’ll get the ball rolling and you’ll be more likely to pay off the next one.” According to Corbin, there isn’t a lot of evidence for that, and sometimes paying everything off at the outset isn’t ideal. For instance, “It is optimal to start thinking about retirement as soon as you can… but if you’re delaying putting money into retirement because you’re so concerned with your student loan debt,” that can be problematic. Still, Corbin understands the appeal of closing debt accounts. “I am risk-averse, which means if I have a debt I’m probably going to put more money toward that debt that I necessarily should given what the interest rates are and what I could potentially make by investing that money instead.” Financially speaking, “There’s a decent likelihood that I should just pay the minimum on my mortgage… [but] I’ve decided I’m willing to trade off those future gains for the peace of mind that if something goes wrong… I’ll be ahead on my mortgage payment.” Even in Exponential Potential, the right choices aren’t always clear-cut. Corbin describes it as a “sandbox approach” where players are given more opportunity to play around. “This is the trickiest game because there’s no perfect answer for anything,” he says. “Everything has risk.”

Another bias that can affect our financial decisions is known as present bias, the tendency to discount the future in favor of the present. Corbin offers the everyday example of staying up too late. “Nighttime Me wants to stay up and read…. Morning Me is going to be really ticked off at Nighttime Me when they’re exhausted and don’t want to get up.” Research suggests that people can have a harder time identifying with their future selves. That can easily affect our financial decisions, too. “I’m going to let future me worry about that. That guy. Whoever that is.” However, “If you can get people to identify more with that person,” they can sometimes make better decisions. Ultimately, “The game isn’t trying to force people to become investment robots.” We are biased for the present because we live in it, and that’s normal. The purpose of the game is simply “to nudge people… to worry just a little more about the future.”

“Money is basically for safety, security, and happiness,” Corbin says. The ultimate objective is to balance needs, wants, and savings to achieve those three goals both in the present and the future.

By Sophie Cox
By Sophie Cox

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