How Governments Learn From Each Other: Policy Transfer vs. Policy Learning

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When Massachusetts launched its groundbreaking health insurance reform in 2006, few predicted it would become the blueprint for national healthcare policy. Yet four years later, the national Affordable Care Act borrowed heavily from Massachusetts’ “Romneycare,” adapting its individual mandate, insurance exchanges, and subsidy structure for the entire country.

This transformation illustrates something fundamental about how American government works: policies rarely emerge from thin air. Instead, they travel—from state to state, country to country, and across time periods. Sometimes they’re copied wholesale. Other times, they’re adapted, rejected, or inspire entirely new approaches.

These processes shape the policies that affect your daily life, from the apps you use to pay for parking to the safety standards in your workplace. They determine how your tax dollars are spent and which problems the government chooses to tackle.

Two concepts capture these dynamics: policy learning and policy transfer. While closely related, they represent different aspects of how governments innovate and adapt. Grasping the distinction—and the connection—between them provides a window into how American democracy functions.

What Is Policy Learning?

Policy learning is fundamentally about understanding. It’s “the increased understanding that occurs when policymakers compare one set of policy problems to others within their own or in other jurisdictions.” Think of it as government officials doing their homework—studying what works, what doesn’t, and why.

This learning isn’t a solitary activity. It involves a complex network of actors: elected officials, civil servants, advocacy groups, policy experts, consultants, corporations, think tanks, and multiple levels of government. Each brings different perspectives, information, and interests to the process.

The key insight is that policy learning is active and comparative. It’s not just absorbing facts but actively seeking out lessons that can improve decision-making.

Why Governments Learn

Governments have compelling reasons to look beyond their own borders and past practices:

Globalization Pressures

1. Problem-Solving. When new challenges emerge or existing approaches fail, policymakers actively seek new knowledge and understanding. This might involve learning from past domestic experiences or examining how other jurisdictions tackle similar issues.
2. Efficiency and Cost Savings. Learning helps governments discover “the most effective tools that consume the least resources.” With limited public funds and high expectations for performance, finding better results with available resources drives much policy learning. The internet, international organizations, and networks of think tanks like the Brookings Institution and Aspen Institute provide unprecedented access to global policy ideas. This creates both opportunities and pressures to adopt international “best practices.”
3. Crisis Response. Rapid social, political, economic, and technological changes spur policy learning. The transformations of the 1960s, for instance, led to increased interest in how policymakers learn as governments grappled with similar complex issues like expanding welfare programs.
4. Better Governance. While contested, there’s often an implicit belief that incorporating new knowledge and evidence leads to more informed decisions and improved outcomes for the public.

The Reality of Political Learning

Policy learning doesn’t occur in a purely rational vacuum. It’s shaped by political realities:

Policymakers operate under limited attention, constantly bombarded with information and competing demands. They face limited choices, inheriting existing laws, budget constraints, and political commitments. They have limited central control in federal systems like the United States, where power is dispersed across multiple levels and branches of government.

Most policy change is incremental, involving minor adjustments rather than radical overhauls. New evidence and ideas are filtered through existing beliefs, values, and political ideologies.

Simply presenting “the facts” or evidence of “what works elsewhere” may not drive policy change if the political context isn’t receptive. The No Child Left Behind Act, for instance, has been described as a policy where expert advice was allegedly overlooked in favor of political considerations.

How Governments Learn

Policy learning unfolds through diverse processes, drawing on facts, firsthand experiences, and the experiences of others. A typical learning cycle involves:

• Review and Assessment. Existing policy objectives, tools, and implementation strategies are evaluated for effectiveness and efficiency.
• Problem Diagnosis. If policies are failing, efforts are made to diagnose causes through data analysis, expert consultation, or feedback from those affected.
• Consideration of Alternatives. Based on new understanding, adjustments to objectives, instruments, or implementation methods are considered. This is where external examples become particularly important.

Instrumental Policy Learning

Governments have a toolkit of instruments they can deploy:

• Direct Provision: Services governments provide directly, like public education or national defense
• Subsidies: Financial assistance to encourage activities or reduce costs, such as the Supplemental Nutrition Assistance Program, on which the federal government spent about $100.3 billion in fiscal year 2024
• Taxation: Using taxes to influence behavior, like tobacco taxes to discourage consumption
• Regulation: Rules governing conduct, such as EPA emissions standards or FDA food safety rules
• Exhortation: Efforts to persuade without mandates, like public service announcements promoting healthy lifestyles

Implementation Approaches

Two broad approaches guide how learned policies are implemented:

• Top-Down Approach. High-level policymakers define objectives and strategies, while lower-level entities carry out implementation. Success depends on clearly defined objectives and the capacity of implementers. The 1973 National Maximum Speed Law provides an example. This federal mandate limiting highway speeds to 55 mph aimed to reduce gasoline consumption during the oil crisis. An important learned outcome was its unintended but significant side effect: reduced freeway fatalities.

• Bottom-Up Approach. This emphasizes involving those closest to service delivery—teachers, police officers, social workers, local officials—and service recipients in refining goals and strategies. It’s particularly valuable when goals are complex or require local adaptation. The No Child Left Behind Act might have benefited from greater bottom-up input. Many states reported difficulties understanding and meeting its requirements, suggesting more consultation with states and local districts during design could have led to more effective policy.

The Power of Comparison

Comparative analysis stands out as a particularly powerful learning tool. It involves systematically comparing policies across different jurisdictions or time periods to identify best practices and understand success factors.

Key techniques include:

• Case Study Analysis: In-depth examination of specific programs, providing rich detail but potentially limited generalizability
• Cross-National/Cross-State Comparisons: Comparing policies across different countries or states to identify successful models
• Policy Typologies: Categorizing policies by shared characteristics to facilitate structured comparison
• Statistical Methods: Using regression analysis to identify correlations and potential causal relationships

The benefits are clear: identifying what works and why, improving understanding of outcome drivers, and enhancing capacity for innovation. However, challenges include ensuring genuine comparability across diverse contexts and managing data quality issues.

What Is Policy Transfer?

Policy transfer moves beyond learning to action. It’s “a process in which knowledge about policies, administrative arrangements, institutions, etc. in one time and/or place is used in the development of policies, administrative arrangements and institutions in another time and/or place.”

This involves borrowing or adapting policies, administrative structures, institutions, or foundational ideas from one jurisdiction to inform policy in another. Transfer can occur between nations, states, cities, or across time periods within the same jurisdiction.

Why Policies Travel

Governments engage in policy transfer for multiple reasons:

Lesson Drawing

Policymakers look to jurisdictions where policies appear successful to address similar problems. By drawing lessons from these “real-world laboratories,” they aim to reduce risks, uncertainties, and costs of developing entirely new policies.

Problem-Solving and Efficiency

If another city, state, or country has found a successful approach to traffic congestion, affordable housing, or educational outcomes, it’s logical for others facing similar issues to investigate those solutions. This can help avoid duplicative research and reduce costs.

International Cooperation and Pressure

Globalization has intensified policy idea exchange. International forums addressing shared challenges like climate change or public health become venues for policy transfer. Organizations like the World Bank, OECD, and European Union can facilitate and sometimes drive transfer by promoting “best practices” or offering technical assistance.

Crisis Response

When faced with acute crises, policymakers may be more inclined to look externally for rapid solutions, as existing domestic approaches may seem inadequate.

Coercion and Conditionality

Not all policy transfer is voluntary. International financial institutions like the IMF may attach policy reform conditions to loans. In other cases, policies might be directly imposed by dominant powers or higher levels of government.

What Travels

When policies travel, it’s not always the entire package. The “objects” of policy transfer can be diverse:

• Policy Goals: Broad aims like reducing unemployment or improving public health
• Policy Structure and Content: Specific details including rules, regulations, and programmatic elements
• Policy Instruments: Specific tools like tax incentives, regulatory approaches, or management techniques
• Ideology: Broader belief systems or political philosophies underpinning policy choices
• Attitudes and Concepts: General ideas or ways of thinking about problems or solutions
• Institutions: Organizational structures like specific government agencies or public-private partnership models
• Negative Lessons: Learning from failures—essentially, what not to do

Sometimes “policy labels” transfer—general concepts carrying positive symbolism like “smart cities” or “evidence-based policymaking.” The label itself can be attractive and transferred even if the underlying substance is adapted.

How Transfer Happens

The process is rarely simple or linear. It’s often complex and dynamic, involving multiple actors, channels, and varying degrees of adaptation.

Transfer might involve direct imposition by higher levels of government, incremental changes derived from comparative analysis, or experimentation with borrowed ideas followed by broader adaptation if initial trials succeed.

Key Actors

• Government officials at all levels
• International organizations like the World Bank or OECD
• Local stakeholders, including community groups and businesses
• Academic experts and think tanks
• Policy entrepreneurs who champion specific solutions

Channels of Transfer

• Intergovernmental Networks: Formal and informal networks among governments serve as platforms for sharing experiences and building pressure for reform
• International Organizations: Bodies like the EU, OECD, or UN agencies facilitate dialogue, set standards, and provide technical cooperation
• Think Tanks and Academic Institutions: These conduct comparative research, evaluate outcomes, and propose solutions based on external models

Degrees of Transfer

Transfer can range from direct copying to emulation (adopting principles while adapting details) to drawing inspiration (using external ideas as starting points) to learning negative lessons (deciding not to adopt based on others’ experiences).

Research on policy diffusion among U.S. states shows adoption often follows an “S-shaped curve”: innovative early adopters take up policies first, followed by larger waves of early and late majority adopters as policies gain legitimacy, and finally laggards or late adopters.

Learning vs. Transfer: Key Differences

While deeply intertwined, policy learning and policy transfer serve distinct purposes:

The Connection

Effective policy transfer relies on thorough policy learning. Simply “copy-pasting” a policy without understanding the original context, success mechanisms, potential impacts, and necessary adaptations is a recipe for failure.

The process of investigating a policy for potential transfer—examining its design, implementation, and outcomes—is itself valuable learning, even if the decision is ultimately made not to transfer.

This creates an iterative relationship where learning can precede transfer, occur during transfer, and happen after transfer through evaluation and adjustment. This continuous feedback loop characterizes dynamic and adaptive governance.

Policy Movement in the U.S.

The United States provides a rich environment for observing policy learning and transfer dynamics, with its multiple government layers and diverse states.

Federal Influence on States

The federal government shapes state policies primarily through spending power and regulatory authority. Federal grants are common instruments for encouraging states toward particular approaches.

In Fiscal Year 2021, the federal government transferred $988 billion to state governments and $133 billion to local governments, accounting for substantial portions of their revenues.

Education Funding

Federal funds for elementary and secondary education are channeled through state governments to local school districts, creating pathways for federal priorities to influence local practices.

Healthcare (Medicaid and ACA)

Medicaid is a joint federal-state program with federal grants constituting significant funding. The Affordable Care Act provides a clear example of federal efforts to standardize and expand state health policy, particularly through Medicaid expansion provisions.

Data from USAFacts shows decreased uninsured rates nationally post-ACA, illustrating broad federal policy impact despite varied state responses.

Social Welfare (TANF)

The Temporary Assistance for Needy Families program offers another illustration. While states have considerable flexibility in designing TANF programs, they operate within federal guidelines and funding structures. In FY 2023, states transferred 3% of federal TANF funds ($1.06 billion) to the Child Care and Development Block Grant and spent another 12% ($4.14 billion) directly on child care.

States as “Laboratories of Democracy”

U.S. states have long been described as “laboratories of democracy,” experimenting with novel policies that can provide lessons for other states or inform federal policy.

The “California Effect”

Due to its large population and economy, California has frequently enacted pioneering regulations that subsequently influence national standards or are adopted by other states.

Case Study: California Auto Emission Standards

California’s severe smog problems led it to establish the nation’s first tailpipe emissions standards in 1966. Recognizing California’s unique challenges and leadership, the federal Clean Air Act of 1970 granted California special waiver authority to set its own, often stricter, vehicle emission standards.

This was direct federal learning from California’s pioneering efforts. California’s early standards for pollutants like hydrocarbons and carbon monoxide predated and informed the federal approach. The Clean Air Act authorized the newly formed EPA to establish National Ambient Air Quality Standards and regulate mobile source emissions nationwide—a framework California’s proactive stance helped shape.

USAFacts data indicates that while California still faces air quality challenges in certain regions, it has seen some of the greatest air quality improvements since 1985, a testament to these regulatory efforts.

Other State Policy Spreads

Sanctuary Policies: Increasing numbers of states, counties, and cities have adopted “sanctuary policies” designed to limit cooperation with federal immigration enforcement. These policies vary widely but commonly include restrictions on honoring ICE detainers without judicial warrants or limiting inquiries into immigration status.

Personalized Learning in Education: States like Utah, Kentucky, and North Dakota have developed policy frameworks supporting personalized, student-centered learning in K-12 education. Key elements include formally defining “personalized learning” in state statute, creating statewide “Portraits of a Graduate,” and providing schools greater policy flexibility.

Interstate Compacts

These formal agreements between states address shared problems or standardize regulations across state lines.

The Great Lakes-St. Lawrence River Basin Water Resources Compact, effective in 2008, involves eight Great Lakes states and two Canadian provinces cooperatively managing Great Lakes water resources. The compact requires member states to develop water conservation and efficiency programs.

The Nurse Licensure Compact allows registered nurses to have one multistate license, granting practice privileges in home states and other member states without additional licenses. Initiated in 2000, the compact included 34 states by March 2021, aimed at reducing regulatory barriers to nurse mobility.

International Policy Exchange

The United States actively participates in global policy learning and transfer, both contributing innovations and drawing lessons from other nations.

Learning from Other Nations

The Affordable Care Act and Massachusetts “Romneycare”

The ACA drew heavily from Massachusetts Health Reform Act of 2006, often called “Romneycare.” The Massachusetts law aimed to achieve near-universal health insurance coverage and served as an explicit model for many ACA core provisions.

Key transferred elements included individual mandates requiring residents to obtain insurance or pay penalties, employer mandates for larger employers, creation of health insurance exchanges, provision of subsidies for low- and moderate-income individuals, Medicaid expansion, and significant insurance market reforms like prohibiting denial based on pre-existing conditions.

The transfer was facilitated by key individuals like economist Jonathan Gruber of MIT, who helped design the Massachusetts plan and served as a technical consultant during ACA development. Federal policymakers closely examined the Massachusetts experience, successes, and challenges.

Massachusetts was largely successful in its primary goal of expanding coverage, achieving near-universal rates. Nationally, the ACA also led to significant uninsured rate reductions, though both reforms faced ongoing challenges related to healthcare costs and affordability.

U.S. Social Security Program

The U.S. Social Security system, established in 1935 during the Great Depression, was significantly influenced by earlier European social insurance programs. Over 20 countries had established functioning systems before the U.S. took this step.

Germany was a key pioneer, launching the world’s first national social security retirement system in 1889, following earlier workers’ compensation (1883) and health insurance (1883) introductions. Great Britain introduced disability benefits and health insurance in 1911 and old-age benefits by 1925.

A notable distinction was funding. Many European systems drew contributions from workers, employers, and government revenues. The initial U.S. program was designed to be self-financing primarily through payroll taxes without direct government contributions.

Despite differences, international precedents were vital in shaping the U.S. approach. Social Security marked a monumental shift in the federal government’s role in providing economic security, creating a safety net for the elderly, unemployed, and dependent children. USAFacts shows the federal government spent $1.35 trillion on Social Security in FY2023, supporting nearly 68 million people monthly in 2024.

Paid Family Leave

The United States is notable among industrialized nations for lacking federal mandated paid parental leave. Most other developed countries provide substantial periods with partial wage replacement.

California was the first state to enact paid family leave in 2002, with benefits beginning in July 2004. The program provides partial wage replacement for up to six weeks for workers to bond with new children or care for seriously ill family members, financed through employee-paid payroll taxes.

Research on California’s program has provided valuable insights for other states and federal discussions. Studies show access increased leave-taking, particularly among new mothers and previously disadvantaged workers. Positive effects include increased breastfeeding duration and maternal time spent on childcare. Importantly, around 90% of California employers reported either positive effects or no adverse effects on productivity, profitability, retention, or morale.

USAFacts data on paid leave access highlights existing gaps, noting that in March 2020, only 21% of civilian workers had access to paid family leave through employers.

Data Privacy Regulations

The EU’s General Data Protection Regulation (GDPR), effective May 2018, is arguably the world’s most comprehensive data privacy law, establishing unified framework across EU member states with significant extraterritorial scope.

Unlike the EU, the United States lacks single, overarching federal data privacy law. Instead, U.S. regulation is a complex patchwork of federal sector-specific laws and increasing state-level laws.

GDPR has considerably influenced U.S. data privacy discussions and policy development. Its principles—data minimization, purpose limitation, individual rights, data security, breach notification—have become global benchmarks. This has prompted U.S. policymakers to consider stronger, more comprehensive protections.

State laws like the California Consumer Privacy Act and California Privacy Rights Act clearly reflect GDPR principles. Federal discussions often reference GDPR concepts, and mechanisms like the EU-U.S. Data Privacy Framework facilitate transatlantic data transfers meeting GDPR-comparable standards.

Benefits and Challenges

Policy learning and transfer offer significant potential benefits but also present complex challenges.

Potential Benefits

Innovation and Problem Solving

Looking beyond borders provides access to wider solution repertoires, leading to more effective and creative approaches to complex public problems.

Efficiency and Cost Savings

Learning from others’ successes and failures helps avoid “reinventing the wheel,” translating into considerable time, financial, and administrative savings.

Evidence-Based Policymaking

Examining policy outcomes in other jurisdictions provides insights into what works, what doesn’t, and under what conditions, leading to more informed decisions.

Avoiding Past Mistakes

Learning from others’ failures or negative experiences can prevent costly errors or ineffective policies.

Enhanced Cooperation

Policy transfer often occurs within broader cooperation efforts addressing shared challenges like climate change, pandemics, or economic stability.

Increased Legitimacy

Adopting policies with proven track records elsewhere can enhance legitimacy and garner greater public support.

Potential Challenges

Context Matters

Policies aren’t universally applicable. What works in one political system, economic environment, or cultural context may be ineffective or counterproductive in another. Institutional capacity differences are critical—transferring complex regulatory policies from well-resourced to limited-capacity governments without substantial adaptation is often problematic.

Negative Transfer

“Negative transfer” occurs when borrowed policies fail to achieve intended goals or produce detrimental side effects. This often happens when specific success conditions from the original setting can’t be replicated or when crucial elements are lost during “translation.”

Implementation Challenges

Even well-chosen, appropriately adapted policies can be derailed by:

• Insufficient financial resources, personnel, or technical capacity
• Lack of sustained political will or active resistance from interest groups
• Weak institutional structures or bureaucratic inertia
• Overly complex policy designs with numerous components
• Limited attention and pressure for quick results

Case Studies in Complex Adoption

No Child Left Behind Act (NCLB)

Enacted in 2002, NCLB was a sweeping federal education law aimed at improving K-12 outcomes through increased school accountability via standardized testing.

Challenges included:

• Top-down implementation, with many states struggling to understand complex requirements
• Perverse incentives leading to “teaching to the test” and curriculum narrowing
• Insufficient funding to meet the substantial needs of under-resourced schools
• Ignoring expert advice during formulation, potentially leading to design flaws

NAEP data tracked by USAFacts shows mixed results, with some initial math gains for certain groups but relatively flat or declining reading trends and persistent achievement gaps.

Common Core State Standards

Launched in 2009, Common Core was a state-led effort to develop consistent K-12 academic standards in English and mathematics.

Challenges included:

• Implementation hurdles with 76% of school districts citing inadequate funding
• Curriculum and assessment alignment needs with over half believing entirely new materials were necessary
• Timeline issues with many states unable to fully implement until 2013 or later
• Resistance from various quarters including teachers, parents, and community members

USAFacts data on post-Common Core NAEP trends shows continued challenges, with reading scores for fourth and eighth graders dropping in 2024 and remaining below pre-pandemic levels.

Making Policy Transfer Work

Successfully navigating policy learning and transfer complexities requires deliberate, thoughtful approaches.

Best Practices for Policymakers

Adapt, Don’t Just Adopt

The most crucial principle is “translating” policies to fit unique local contexts rather than simple “copy and paste” approaches. Policies successful in one environment often require significant modification to be effective elsewhere.

Thorough Analysis

Before adopting policies from elsewhere, conduct comprehensive analyses including careful comparative analysis, cost-benefit assessments, and consideration of potential unintended consequences.

Pilot Programs and Incrementalism

Test new or transferred policies on smaller scales through pilot programs to provide learning opportunities and allow adjustments before full rollout. Recognize that most significant policy change is incremental.

Robust Evaluation

Implement strong monitoring and evaluation mechanisms to assess actual effectiveness, identify what works and what doesn’t, and make necessary course corrections.

Stakeholder Engagement

Involve those most affected—service providers, target populations, community groups—in design, adaptation, implementation, and refinement processes.

Reasonable Expectations

Maintain realistic expectations about outcomes and timelines. Allocate adequate time and resources for effective implementation.

Learn from Failure

Learn from policy failures—both those experienced elsewhere (“negative lessons”) and domestically. Analyzing why policies fail provides crucial insights for future efforts.

Information and Networks

Effective learning and transfer depend on robust ecosystems of information resources and collaboration platforms.

Accessible Data

Sound decisions require accurate, timely, relevant data for understanding problems, assessing policy options, and evaluating effectiveness.

Initiatives like USAFacts play valuable roles by compiling government data in accessible formats, enabling citizens, researchers, and policymakers to form fact-based perspectives. USAFacts provides information on topics from government spending and economic trends to education outcomes and public health indicators.

Research and Analysis

Think tanks like Brookings Institution, RAND Corporation, and American Enterprise Institute, along with university research centers, conduct in-depth research and policy analysis. Governmental bodies like the Congressional Research Service and Government Accountability Office provide non-partisan research and program evaluations.

Networks and Communities

Organizations like the National Governors Association, National Conference of State Legislatures, and U.S. Conference of Mayors serve as forums for officials to share experiences and learn about innovations in other jurisdictions.

International city networks like C40 Cities bring together mayors to collaborate on issues like climate change, facilitating rapid sharing of best practices across national borders.

Empowering Citizens

Understanding policy learning and transfer is a powerful tool for citizens seeking to understand and influence government.

Advocate for Evidence-Based Solutions

Armed with knowledge about successful policies from other jurisdictions, citizens can more effectively advocate for solutions with demonstrated track records, looking beyond purely ideological arguments to what has actually worked.

Question Origins and Motivations

When new policies are proposed, ask critical questions: Where did this idea come from? Is it based on genuine learning from well-understood experiences elsewhere, or driven by other factors like partisan agendas or uncritical adoption of popular trends?

Demand Transparency

Citizens have rights to transparency in policy decision-making, including understanding how and why policies are being considered for transfer, what evidence supports decisions, and how potential impacts are assessed.

Participate in Consultative Processes

When governments engage in policy learning or adaptation, there are often opportunities for public consultation through town halls, public comment periods, or structured processes like participatory budgeting.

Support Independent Analysis

Citizens can support and utilize organizations providing independent, non-partisan data and analysis on policy issues and government performance, such as USAFacts or various academic and non-profit research institutions.

Understanding how governments learn from each other and borrow ideas provides insight into how American democracy actually functions. It reveals policymaking not as isolated invention but as an interconnected endeavor where good ideas can travel and bad ones can be avoided.

For citizens, this knowledge transforms passive observation into active, informed participation in ensuring government effectiveness. It provides tools to move beyond simple approval or disapproval toward substantive analysis of policy design, implementation, and effectiveness.

When government agencies use these frameworks effectively and communicate them clearly, they create opportunities for meaningful civic engagement. Citizens can better understand not just what government is doing, but why officials believe their approaches will work and what evidence supports those beliefs.

This transparency is essential for maintaining public trust and ensuring taxpayer resources address real challenges facing American communities.

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