Learning about Economic Growth in the Middle of a Pandemic
Guest blog written by Beenish Amjad

I was afraid that the onslaught of the pandemic would have devastating impact on a developing country like Pakistan which has a strong history of sluggish economic growth and long-standing need-base relationship with the IMF. The economy in 2019 was weakening and poverty (headcount poverty ratio 24.3) and inequality (Gini coefficient of 33.5) was rising. COVID-19 has not only pushed more people to the below-poverty line but also strained the Federal budget due to the substantial allocation to the Conditional Cash Transfer Program (Benazir Income Support Program now Ehsaas).
In the midst of the all this, I decided to take the Program of Leading Economic Growth, with Professor Ricardo Haussmann and Matt Andrews, to evaluate the barriers to the economic growth of Pakistan and learn about the strategies of overcoming them. In my opinion and as Professor Matt said, “we should focus on growth as means and not end”. The past 10 weeks journey, though strenuous, provided the learning experience of years. Throughout the program, wide and diverse range of topics were covered without compromising on the depths of the contents. These topics helped a great deal to understand those issues which have become the binding constraints to the economic growth. Several tools were taught to synthesize and breakdown these binding constraints to reach at the key issue hindering the growth. Some of the most useful tools included economic complexity index, fishbone diagram, PDIA and diagnostic tree. One tool which influenced me a great deal is “the Atlas of Economic Complexity”. Despite my previous education in Economics, I didn’t come across any tool which as user-friendly and so enormously comprehensive. It enabled me to witness the trajectory of the developments in the Exports and Imports of Pakistan and also to compare it with other countries. The snapshots of the export’s basket import basket and economic complexity ranking (along with the rational as explained by Professor Haussmann) was a thorough learning experience for me.
Obviously, it is very difficult to highlight one issue which we consider as binding constraints to the growth. With the help of above tools, principles of binding constraint and case studies, I identified sluggish economic growth due to persistent current account deficit as economic challenge of Pakistan. With the help of further techniques, the problem was narrowed down to sluggish or no growth in exports.
(more…)A Problem-driven Approach to Complexity, Public Policy and Economic Growth
Guest blog written by Claudio Roberto Amitrano
What is development? How is it driven? How can we get there? Who is it for? What do countries have in common? What are their specific problems? How do we identify them? How do we find solutions? Who will lead, authorize, design and implement them? Who are ‘We’ and how do we build the ‘Sense of us’? What can we learn from the policymaking process, working in multi-agent teams and doing things together?
These issues come to my mind when I think about the Leading Economic Growth (LEG) course from Harvard Kennedy School. However, those questions were presented not to show an absolute answer, but to teach us a way of thinking about them, a method to identify the important problems for our societies and to empower us to find and implement solutions that fix them.
Despite not providing definitive answers, the course touched upon some clues. Firstly, it seems that economic development is related to technology, which can be divided in three parts: 1) embodied knowledge (machines); 2) codified knowledge (books and manuals); 3) tacit knowledge (knowhow in people’s brains). While the first two are relatively easy to diffuse and absorb, the latest is not.
The way countries use technology to foster development is strongly related to complexity. The more diverse and less ubiquitous the set of goods and services a country produce and trade, the more complex and developed its economy is. In turn, diversity and ubiquity are conditioned by the amount of different knowhow a country can absorb and amass. Although each individual might know less, the society, as whole, knows more. The image of the scrabble game is quite interesting to exemplify this idea. A word to be written needs letters. The more letters one have, the more different and complex words one can write.
In this sense, growth is associated with the country’s ability to ‘jump’ to nearby activities, whose knowhow is similar to the ones already developed. On the other hand, it might be related to its ability to ‘jump’ to faraway activities, whose knowhow is quite different from the ones already learnt, but through strategic policies can be acquired. Notwithstanding, the ‘growth problem’ is not only connected to these issues. It also depends on the removal of the binding constraints that hinder progress and the policies countries develop to deal with them. It leads us to another way of thinking complexity.
Complexity can also be seen as problems with multiple moving parts and interdependent players, in which relationships, their properties of self-organisation and interconnections defines their trajectories. From the standpoint of public policy, identifying and finding solutions to complex problems requires a Problem-Driven Iterative Adaptation’ (PDIA) approach, instead of a ‘Solution-and Leader-Driven Change’ (SLDC), in which one can construct and deconstruct problems. From the perspective of economics, it requires a Growth Diagnostic approach, whose main objective is to find the binding constraint to economic growth. Based on the idea of complementarity between inputs, as well as between institutions, this methodology is able to avoid or at least minimize the second-best interactions problem.
(more…)Bringing the Field to the Classroom: Learning to do PDIA in Practice
written by Salimah Samji

Implementation is hard. It is often the weakest link in the success of a policy or program. Yet, public policy education remains focused on teaching students to design and analyze policies. As Francis Fukuyama aptly wrote, “most programs train students to become capable policy analysts, but with no understanding of how to implement those policies in the real world,” and “the world is littered with optimal policies that don’t have a snowball’s chance in hell of being adopted.”
BSC Faculty Director, Matt Andrews, has been teaching Getting Things Done: Management in a Development Context, at the Harvard Kennedy School for over a decade. In this course, students learn how public policy implementation can be improved and made more effective. They learn how to identify the nature of the implementation problem they are working on and then how to match their challenge to the appropriate management approach: plan and control, adaptive methods, and facilitated emergence. They also learn about blended approaches and how a “blend” would work.
In the face of complex implementation challenges, we believe that practitioners should be using more facilitated emergence methods, where the focus is on problems (not solutions), follows a step-by-step process (not a rigid long-term plan), and allows for flexible learning and adaptation (instead of control-oriented implementation). While many practitioners agree that more flexible approaches are needed, they do not know “how” to use alternative methods to plan and control. Our experience with direct policy engagements and executive training for development practitioners around the world, has taught us that action learning is crucial for building the muscle memory of solving complex problems: the only way to learn is by doing.
In response to this, we developed a new course module in 2018: PDIA in Action: Development through Facilitated Emergence. Our objective was to allow students to apply a research-oriented version of PDIA – to learn how to incorporate facilitated emergence within a rapidly applied team-based research strategy.
A key component of this course has been providing the students with an opportunity to work on real-world problems with people who are familiar with the PDIA approach. In the previous years, students have worked with government teams with whom we have had direct policy engagements. This year, we asked the alumni of our Implementing Public Policy (IPP) executive education program if they were interested in providing real-world policy problems they were facing and whether they wanted to be the authorizer or client for our students.
(more…)PDIA and Coordination Challenges within Government
Guest blog written by Nevena Bosnic, Mehdi El Boukhari, Ama Peiris, Matthew Welchert

Over the past seven weeks, our group embarked on the learning journey of problem driven iterative adaptation (PDIA) as it applies to coordination challenges facing the various levels of government as well as civil society in addressing homelessness in Tarrant County, Texas. We had the great pleasure to work with an authorizer, Maggie Jones, who serves as the Assistant Director of Tarrant County Community Development. Our team – comprised of graduate students from the Fletcher School of Law and Diplomacy at Tufts, Harvard Chan School of Public Health, Harvard Graduate School of Education, and Harvard Kennedy School of Government – provided a diversity of perspectives and richness of insights. Together, we confronted and struggled through the challenges that come with working in complex adaptive challenges as we constructed and deconstructed the problem, sought potential entry points, developed and acted on ideas for interventions, and finally, reflected and iterated with yet another round of the process. Through this blog post, we hope to share with readers: (1) our key learnings from the course, (2) insights we gained about the problem we sought to address, and (3) words of wisdom for other students and practitioners.
1. LEARNINGS FROM THE COURSE:
- The ecosystem is large and not all actors have a clear picture of how they fit within the larger system. Thus, they do not strategize well how they as an individual organization can encourage better coordination. It can be helpful to think of a metaphor of topographical map wherein your key organization is in a valley. You may see other related organizations and actors in some nearby hills and bluffs, but you might be blind to what exists beyond those heights. PDIA requires you to venture forth beyond the hills to get a sense of the total ecosystem.
- There are a lot of different stakeholders who are working independently to fight homelessness. There is little to no capitalizing on each other’s strengths because each stakeholder is bound by short term objectives and constraints. Coordination inherently requires compromising a degree of control to others, but asking organizations to share or give up some of their autonomy is a difficult ask. Constructing a problem that matters helps rally and galvanize support.
- It is alright to not have a big idea which might theoretically have a large impact. It is often better to try multiple small, achievable actions to shift towards greater change. Complexity is daunting, but by deconstructing the problem and identifying where there is sufficient authority, acceptance, and ability to act you can begin to take action. Rather than focusing all of your efforts on a big solution, removed from potential feasibility, taking immediate, fast action where possible provides lessons and begins the process of change.
- Huge challenge in understanding all of the many moving parts. Interactions and causal relationships are unlikely to reveal themselves without first pushing at the problem from multiple angles. By taking many different, small, independent actions pathways and connections might become more visible.
- The wonderful world of positive deviants. Do not reinvent the wheel. It sounds simple enough, but if you do not explore, ask around, look for the small successes already underway, then you risk missing solutions already in action.
- Deconstructing the problem is an endless process. You will always go back to redefining the problem and uncovering new root causes (rather than manifestations of the problem). Iteration can be trying, even frustrating, but the process of purposeful repetition building on what has been learned is critical to uncovering new solutions, and taking meaningful next steps.
- Un-learning’ or learning you were wrong is still learning. Through the process of iteration and adaptation, you will likely be wrong. Indeed, you should be wrong. Embrace the potential for an idea not panning out, or an action not producing the desired result. By hitting a wall, you now know there is a wall there. In dealing with complex problems, even learning the boundaries of action is an important step. But be sure to learn and adapt. Why is the wall there? Where is a backdoor? It is in asking these deeper questions that PDIA’s repetition allows us to overcome hurdles.
- Examining change space is something most people don’t think about outside of PDIA. This results in a lot of efforts being made, sometimes to no avail. Crawl around the design space; which means to explore and make use of other success being done elsewhere. Perhaps a best practice has been implemented with success elsewhere. How would it be applicable to my situation? But remember to reflect inwardly as well. There is likely a great deal of latent potential within your own organization which can be brought to bear. Change will require many kinds of actions, from both without and within.
Leading Economic Growth 2020: Moving Executive Education Online during a Pandemic
written by Salimah Samji
In March 2020, Harvard University decided to move all classes to online-only, in an effort to de-densify our campus and to slow the spread of COVID-19. It soon became clear that remote learning was going to be our new normal.
At the time, Leading Economic Growth, a longstanding 5-day residential executive education program co-chaired by the Growth Lab’s Ricardo Hausmann and BSC’s Matt Andrews, was scheduled for May 2020. Participants had already applied for this program, but we needed to make a decision: should we not offer it until next year or do we pivot to online?
We observed that the lockdowns and other measures that countries were employing in response to the pandemic were exacerbating the large economic disparities that exist around the globe, and the need to build public sector capability to meet this challenge had never been greater. We strongly believed that it was an important time to convene policymakers and practitioners around the critical economic issues all cities, regions, and countries were facing. Drawing on BSC’s past experience running both online programs and blended learning programs, we put our knowhow into action and pivoted a 5-day residential program into a 10-week online program.
The program used a three-part model: you learn the concept, practice by applying the concepts, then reflect on the application to your context. We designed the course to include two asynchronous content sessions and one live question and answer session with the faculty each week. Participants were required to identify an economic growth challenge in their city, region or country, that they would use to apply the concepts, frameworks, and tools they learned each week. Participants also attend a weekly peer learning group session where they could engage with each other and deepen their understanding.
This was one of the first executive education programs to pivot online at the Harvard Kennedy School. We launched the program in early April with three weeks to market the program. Given the short time frame, we expected to seat a class of 50-60 participants. Nevertheless, there was a huge demand; we received over 300 applications and we enrolled 222 participants!
216 participants from 64 countries successfully completed the 10-week program.

82% of the participants rated the assignments as extremely or very useful, and 67% attended their first executive education program. We were able to leverage the disruption to not only continue training development leaders around the world, but also improve access to training by allowing more people to enroll and expanding representation from a greater variety of countries.
Here are some comments from participants:
(more…)Becoming Comfortable with Complexity: Maternal Mortality in Meghalaya
Guest blog written by Rebecca Trupin, Prateek Mittal

Our PDIA journey began with our authorizer, a senior bureaucrat in the State Government of Meghalaya, sharing a document with us about his vision to build capability of the state administration to deal with complex problems. We had been working with him on local governance-related projects and were keen on institutionalizing adaptive problem-solving processes. We suggested that he try a few pilot projects in different sectors to understand and document how a PDIA approach could work in the state. At that time, he had recently taken over the health department and improving maternal and child health indicators had become one of his priorities. We decided to focus on the complex problem of high maternal mortality in the state.
We had several late night/early morning interviews, courtesy of the 10-hour time difference, with different stakeholders and had weekly check-ins with our authorizer. Through this process, we mapped the various causes of maternal deaths in a fishbone diagram that helped us visualize the complexity of the problem.

Based on this, we generated some ideas that could be useful in learning more about the problem and help the health department better prioritize resources towards issues that can give them some strong gains in the short-term. We used this work to make a case for building a PDIA team in Meghalaya that could build on this and make some tangible progress on improving maternal health outcomes in the state.
As we reflect on the process, we want to share three things about three things that capture our key learnings and takeaways for anyone who is interested in doing PDIA.
(more…)PDIA and Dementia in the Workplace
Guest blog written by Tamsir Cham, Andrea Hayes, Fateme Najafi, Aysha Valery

Overall, we learned that the PDIA process is about being patient, digging deep into a problem, continuing to iterate, and engaging both the stakeholders and the authorizers. We also learned how to dig deep into problems. Digging deep requires discovering the underlying or root causes of a problem. To discover these causes, we kept asking ourselves: “Why is this a problem?” In PDIA terms, we call this “The Five Whys.” In our case, our dialogue went somewhat like this:
- Why is it a problem that the state of Massachusetts is not equipped to handle dementia in the workplace?
- Because there is lack of awareness.
- But why is there lack of awareness?
Once we dug deeper into the problem, or deconstructed the problem in PDIA language, we drew the bones on our fishbone diagram. In the words of Tamsir Cham, “Just like all the bones make up the fish, if you don’t have all those bones together, you won’t have a fish.”
(more…)Strengthening Collaboration to Tackle Increasing Homicides in Charlotte, North Carolina
Guest blog written by Simone D’Abreu, Smriti Iyer, Sofia Salas, Hafou Toure, Annie White
PDIA can simultaneously hold the complexity of being exciting and frustrating; challenging and inspiring; harder and easier than you think. If we could choose one phrase to define PDIA, it would probably be iterative learning. In the next few lines, we want to share some of the main things we learnt in this process, both about doing PDIA and about working with a team.
Bring on the problems, not the solutions
We have been trained to jump to solutions and answers and not spend enough time diagnosing the problem. Through this process we learned that asking the right questions and defining the problem -over and over again- is often more productive than finding the “right” solution. This understanding and learning stems from the idea that often problems are complex in nature and understanding the levers within the problem we can operate in is more important that jumping to a solution immediately.
Problems have many explanations as they are people involved
Everyone has a different view of the problem and the factors driving it. It’s hard to explain how knowing more about a problem makes it even harder to articulate it in one sentence and honor the conflict and ambiguity that exists in its definition. Problems, as well as problem definitions are not static and evolve over time. Different people have different views and explanations that must be listened to. As such, we should constantly evaluate our definitions of the problem.
The problem we were trying to delve into was that of coordination between the city and the county in order to tackle the increasing rates of homicides better in the city of Charlotte. We went back and forth on what to define the problem as and in our initial discussions our fishbone analysis which looks at root causes resembled the diagram below.

As time progressed our problem definition continuously evolved and we found that each stakeholder we spoke to had a different perspective on what the problem was and what were the root causes that led to symptoms such as high homicide rates. We mapped the root causes against the three dimensions that PDIA framework provides us, that is; Authority, Acceptance and Ability of the authoriser of our work to affect change in the problem of lack of coordination between different agencies. On the basis of this framework, we narrowed the causes and the areas we could intervene in, to Competing Priorities and Trust Deficit. We chose these two because they rated highest on the parameters of acceptance, authority and ability and were not problems that we felt were necessarily structural in nature.
(more…)A Reflection on PDIA in Action: Homelessness in Tarrant County
Guest blog written by Akbar Ahmadzai, Emma Davies, Renzo Lavin, Fernando Marquez

Six weeks ago, the class counted off numbers: One, two, three, four, five. Repeat. One, two, three, four, five. Repeat. Some of us were fortunate enough to have been assigned to group 2. Others convinced classmates to switch with them. Regardless of how we got there, all of us in group 2 would be working on Homelessness in Tarrant County. Had any of us been to Texas? No. Had any of us worked on homelessness issues in the past? No. Yet, in the next six weeks, through reading numerous documents and reaching out to people knowledgeable about the issue, we too would learn about the problem of homelessness in Tarrant County.
On our first day, our group was inclined to think that access to affordable housing was the main driver of homelessness. An obvious solution to this problem seemed to be increasing the number of available units. After our first call with our authorizer, Maggie Jones, the Assistant Director of Tarrant County Community Development, we quickly realized we were wrong in two key ways. First, the problem was much more complex than just the lack of housing and we would have to dive deeper to understand it better. Second, there were no obvious solutions to addressing homelessness and, given that homelessness is a multidimensional problem, several measures would be required to tackle sub-areas contributing to homelessness.
We were introduced to a large network of people, agencies, and community organizations working on addressing homelessness in Tarrant County. Within the first week, we learned that “more than 2,000 individuals experience homelessness on any given night in Tarrant County” and, during the point in time count, there were 560 unsheltered homeless people despite 602 available beds throughout the system. Furthermore, there were many people at risk of losing their housing and becoming homeless in the near future. Armed with this information, we defined (constructed) the problem as follows:

Continuing to engage with people working on homelessness in Tarrant County and reading several documents related to the issue of homelessness helped us identify various subproblems and factors that contribute to homelessness in Tarrant County. The question “why” proved extremely helpful when deconstructing our problem. For instance,
(more…)From South Africa To Boston and Back
Guest blog written by Nkere Skosana
From the moment I saw the advert on Twitter and read through the content provided, something just told me this is the real deal. I felt there was no way I could not find more about the course. It has always been my approach not to do any academic course for the sake of just obtaining a qualification but to engage in a course that speaks to real issues that we get confronted with as Public Servants on a daily basis.
The initial assignment already gave a hint of what was to come and the approach in terms of policy analysis and implementation. Breaking down the policy challenge in terms of who the critical stakeholders are, determining upfront what meaning of success one has to attach to its implementation was key.
Getting to HKS, one was struck by the diversity of participants in the course from all walks of life and different continents. Amazingly, there were lots of similarities in terms of the challenges we encounter in our policy environments. The course turned out to be more than what I had expected. It was more interactive and practical and the wealth of experience and knowledge from the team of experts presenting was exceptional.
The course leader provided insights into experiences from different continents and the examples of real life situations and the kind of challenges encountered helped to us to realise that PDIA is not a theoretical but practical approach to policy implementation.
Some key learnings
One of the key insights from the course was the distinction between the Plan and Control policies which most institutions use and PDIA. The former may be useful in ensuring the achievement of policy products on time and within budget and this becomes the drill. PDIA on the other hand seeks to drill down to the heart of the problem, explore a variety of options and ensures that policy impacts are achieved which is what people mostly are looking for.
(more…)