How to Regulate AI? Start With the Data

We live in an era of data dichotomy. On one hand, AI developers rely on large data sets to “train” their systems about the world and respond to user questions. These data troves have become increasingly valuable and visible. On the other hand, despite the import of data, U.S. policy makers don’t view data governance as a vehicle to regulate AI.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

Could a Global “Wicked Problems Agency” Incentivize Data Sharing?

Could a Global “Wicked Problems Agency” Incentivize Data Sharing?

Global data sharing could help solve “wicked” problems (problems such as climate change, terrorism and global poverty that no one knows how to solve without creating further problems). There is no one or best way to address wicked problems because they have many different causes and manifest in different contexts. By mixing vast troves of data, policy makers and researchers may find new insights and strategies to address these complex problems. National and international government agencies and large corporations generally control the use of such data, and the world has made little progress in encouraging cross-sectoral and international data sharing. This paper proposes a new international cloud-based organization, the “Wicked Problems Agency,” to catalyze both data sharing and data analysis in the interest of mitigating wicked problems. This organization would work to prod societal entities — firms, individuals, civil society groups and governments — to share and analyze various types of data. The Wicked Problems Agency could provide a practical example of how data sharing can yield both economic and public good benefits.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

Building Trust in AI: A Landscape Analysis of Government AI Programs

Building Trust in AI: A Landscape Analysis of Government AI Programs

As countries around the world expand their use of artificial intelligence (AI), the Organisation for Economic Co-operation and Development (OECD) has developed the most comprehensive website on AI policy, the OECD.AI Policy Observatory.

Although the website covers public policies on AI, Aaronson found that many governments failed to evaluate or report on their AI initiatives. This lack of reporting is a missed opportunity for policy makers to learn from their programs (the author found that less than one percent of the programs listed on the OECD.AI website had been evaluated).

In addition, Aaronson found discrepancies between what governments said they were doing on the OECD.AI website and what they reported on their own websites. In some cases, there was no evidence of government actions; in other cases, links to government sites did not work. Evaluations of AI policies are important because they help governments demonstrate how they are building trust in both AI and AI governance and that policy makers are accountable to their fellow citizens.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

Building trust in digital trade will require a rethink of trade policy-making

Building trust in digital trade will require a rethink of trade policy-making small

In 2019, Shinzo Abe, then Prime Minister of Japan, stated that if the world wanted to achieve the benefits of the data-driven economy, members of the World Trade Organization should find a common approach to combining ‘data free flow with trust’. However, he never explained what these rules should look like and how nations might find an internationally accepted approach to such rules. In this paper, I argue that trade policy-makers must pay closer attention to users’ concerns if they truly want to achieve ‘data free flow with trust’. I begin with an examination of what the most recent digital trade/ecommerce agreements say about trust and discuss whether they actually meet user concerns. Next, I turn to three different examples of online problems that users have expressed concerns about, namely internet shutdowns/censorship, disinformation, and ransomware, describing how these may yield both trade distortions and less trust online. I argue that policy-makers should address these issues if they believe trade agreements should build trust in cross-border data flows. Moreover, I argue how policy-makers respond to user concerns is as important as what they include in trade agreements. Finally, I note that trade negotiators will need to rethink how they involve the broad public in digital trade policy-making, while recognizing that trade policy agreements may not be the best place to address these problems.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

Biden’s New AI Policy Falls Short on a Key Problem

Biden’s New AI Policy Falls Short on a Key Problem

The Biden administration’s new “Blueprint for an AI Bill of Rights” is simultaneously a big step forward and a disappointment. Released last week, the blueprint articulates a set of principles that could address some of the major concerns about artificial intelligence design and deployment. But policymakers will need to do more to achieve an elusive objective: trust in AI.

AI’s trust problems have been apparent for some time. In 2021, the National Institute for Standards published a paper explaining the relationship between artificial intelligence systems and the consumers and firms who use AI systems to make decisions. The AI user has to trust the AI system because of its complexity, unpredictability, and lack of moral or ethical capacity, changing the dynamic between user and system into a relationship. So if AI designers and deployers want AI to be trusted, they must encourage trustworthy behavior by the system as well as trust in the system.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

A Future Built on Data: Data Strategies, Competitive Advantage and Trust

In the twenty-first century, data became the subject of national strategy. This paper examines these visions and strategies to better understand what policy makers hope to achieve. Data is different from other inputs: it is plentiful, easy to use and can be utilized and shared by many different people without being used up. Moreover, data can be simultaneously a commercial asset and a public good. Various types of data can be analyzed to create new products and services or to mitigate complex “wicked” problems that transcend generations and nations (a public good function). However, an economy built on data analysis also brings problems — firms and governments can manipulate or misuse personal data, and in so doing undermine human autonomy and human rights. Given the complicated nature of data and its various types (for example, personal, proprietary, public, and so on), a growing number of governments have decided to outline how they see data’s role in the economy and polity. While it is too early to evaluate the effectiveness of these strategies, policy makers increasingly recognize that if they want to build their country’s future on data, they must also focus on trust.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

A New Approach to Digital Public Goods Is Gaining Steam

Data is different from other inputs. Researchers in the public and private sectors can reuse troves of data indefinitely without that data losing its value. Individuals can use the same data for multiple purposes. They can create new products or research complex problems. Hence, data is multidimensional. It can simultaneously be a commercial asset and a public good.

Firms have long relied on data to improve the efficiency and quality of goods and services. However, today market actors also utilize data to create entirely new services, such as personalized healthcare. Data-driven sectors such as social networks and artificial-intelligence services are the foundation of today’s global economy. These sectors also enabled much of the world to function during the pandemic.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

The West Can Make Russia a Trade Pariah with a Page from Moscow’s Playbook

The West Can Make Russia a Trade Pariah with a Page from Moscow’s Playbook

Policymakers around the world are searching for ways to punish Russian leaders for their aggression in Ukraine. They have generally relied on economic and financial sanctions. But sanctions are an imperfect tool. They can lead to higher prices and limited supplies of various goods and services in the home market, and sanctions may not change the target country’s behavior. A review of U.S. history illuminates an alternative approach, one that may attract the support of other nations.

The U.S. and its allies can deny most-favored-nation status to Russia, as Reps. Lloyd Doggett and Earl Blumenauer have proposed. (The U.S. uses the terminology “normal trade relations” to signify that a nation that has this status isn’t actually more favored than any other nation.) Most-favored nation status is a guiding principle of trade rules. Should the U.S. and other nations deny Russia this status, they will be free to impose tariffs on Russian exports. The cost of Russian goods will rise, making these products more expensive and gradually less desirable. Over time, Russia’s coffers will be harder to fill.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

This Threat to Democracy Is Made in America. Biden’s Summit Won’t Fix It.

This Threat to Democracy Is Made in America. Biden’s Summit Won’t Fix It. (Dreamstine, Barrons)

At the behest of the U.S., representatives of 100 nations will gather online on Thursday and Friday to examine how they can sustain democracy. The Summit for Democracy has a packed agenda but ignores a major threat: Firms in the U.S. and elsewhere use large troves of personal data to manipulate our behavior, which is directly and indirectly endangering our autonomy, human rights, and democracy. This threat to democracy was and continues to be made in America, and America’s allies know it.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...

In the Data-Driven Economy, the Law of the Jungle Rules

In the Data-Driven Economy, the Law of the Jungle Rules

The vision of data control, or restricting cross-border data flows, as a means of protecting personal data is disruptive and inaccurate. Whether held by the public or private sector, societies benefit the most when large inventories of data are used, shared, and crossed with other sets of data.

Read More Publications

Trump 2.0: Clash of the tech bros

Trump 2.0: Clash of the tech bros

December 11, 2024 The tech giants courting Trump administration officials have conflicting interests. Getty Images In 2016, tariff man couldn’t care less about tech. Newly elected U.S. President Donald J. Trump knew that the people who created and ran America’s tech...

The Age of AI Nationalism and Its Effects

The Age of AI Nationalism and Its Effects

September 30, 2024 Policy makers in many countries are determined to develop artificial intelligence (AI) within their borders because they view AI as essential to both national security and economic growth. Some countries have proposed adopting AI sovereignty, where...