The Pope and the Algorithm
A new paper models the Vatican not as a divine hierarchy, but as a high-stakes social network, predicting the rise of Pope Leo XIV.
Frédéric Mirindi is a Canadian Economist and
PhD Candidate in Economics and Econometrics at the University of Manitoba.
He serves as a Lecturer at Université de Saint-Boniface and Booth University College, bringing industry experience from his previous role as a Data Scientist at Canada Life.
Specializing in time-series analysis, macro-econometric modeling, and predictive analytics for complex market systems.
My current work bridges the gap between theoretical economic frameworks and rigorous statistical validation.
I am currently leading research projects focused on the macroeconomic impact of immigration in Manitoba. My work analyzes labor market integration, fiscal contributions, and the long-term economic resilience provided by newcomer populations in the province.
Developing robust models for non-stationary data, focusing on structural breaks and long-memory processes in financial markets.
Analyzing the transmission mechanisms of monetary policy shocks in emerging economies using Bayesian VAR approaches.
Leveraging machine learning techniques to enhance forecasting accuracy for high-dimensional economic datasets.
I am committed to the principles of reproducible research. Access replication packages, pre-processed datasets, and custom econometric algorithms for my working papers and publications.
Mirindi, F.
MARBLE2025 – 6th International Conference on Mathematical Research for Blockchain Economics, Amalia Hotel, Athens, Greece.
Mirindi, F.
Graduate Seminars in Economic and Social History, University of Oxford.
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Mirindi, F., & Mirindi, D. (2026) - In Handbook of Financial Services Performance. DOI: 10.1142/9789819823161_0012
Mirindi, F., Khang, A., & Mirindi, D. (2026) - In Revolutionizing Digital Healthcare Through AI. DOI: 10.1016/B978-0-443-36434-1.00027-6
Khang, A., Mirindi, F., & Mirindi, D. (2026) - In Revolutionizing Digital Healthcare Through AI. DOI: 10.1016/B978-0-443-36434-1.00033-1
Mirindi, F., & Mirindi, D. (2026) - In Advances in Computational Intelligence, IWANN 2025. DOI: 10.1007/978-3-032-02728-3_18
Mirindi, F. (2025) - Proceedings of IEEE BDKCSE 2025 Conference (Forthcoming)
Mirindi, F. (2025) - MARBLE 2025. Proceedings: Springer
Mirindi, D., Hunter, J., Sinkhonde, D., & Mirindi, F. (2025) - Manufacturing Letters. DOI: 10.1016/j.mfglet.2025.07.001
Sinkhonde, D., Mirindi, F., et al. (2025) - Cleaner Waste Systems. DOI: 10.1016/j.clwas.2025.100352
Sinkhonde, D., Bezabih, T., Mirindi, D., Mashava, D., & Mirindi, F. (2025) - Cleaner Waste Systems
Mirindi, D., Khang, A., & Mirindi, F. (2025) - DOI: 10.1007/978-3-031-72617-0_1
Mirindi, F., & Mirindi, D. (2025) - Machine Learning Technologies on Energy Economics and Finance
Mirindi, F., & Mirindi, D. (2025) - Proceedings of RAISD 2025
Mirindi, D., Hunter, J., Mirindi, F., et al. (2024) - Nanotechnology Reviews
Mirindi, D., Sinkhonde, D., & Mirindi, F. (2024) - ACM Conference Proceedings
Thoughts on current events through an econometric lens.
A new paper models the Vatican not as a divine hierarchy, but as a high-stakes social network, predicting the rise of Pope Leo XIV.
A critical look at the independence of Haiti, the "double debt," and the economic strangulation of the first Black republic.
Local chains are cracking the "missing middle" of African retail where global giants failed. What does this mean for the consumer class?
A critical review of the surge in domestic borrowing across Sub-Saharan Africa: crowding out effects and the "doom loop" risks.
Frédéric Mirindi | May 23, 2025 | Network Science
W
hen the College of Cardinals gathers beneath Michelangelo’s frescoes in the Sistine Chapel, the world is told that the Holy Spirit guides their hands. Yet, as the future Pope Benedict XVI once famously quipped, the Spirit’s role is likely "elastic"—preventing total ruin, but leaving plenty of room for human maneuvering.
A fascinating new paper, In the Network of the Conclave: Social Network Analysis and the Making of a Pope (Soda, Iorio, & Rizzo), takes this premise literally. By stripping away the incense and theology, the authors model the Vatican not as a divine hierarchy, but as a high-stakes social network. Their findings suggest that while bookmakers and pundits obsess over charisma and geography, the true path to the papacy is paved with "structural holes" and "eigenvector centrality."
The central thesis of the paper is that traditional methods of predicting the Pope—analyzing betting markets, press mentions, or public speeches—are fundamentally flawed because they focus on attributes (who the person is) rather than relations (where the person sits).
The authors reconstructed the "relational architecture" of the Vatican using two distinct datasets:
The resulting network reveals a "multiplex" system of influence. It is not enough to be popular; one must be connected to the right people (Status) and serve as a bridge between disconnected factions (Mediation Power).
The paper’s most striking case study revolves around Cardinal Robert F. Prevost. In the run-up to the 2025 Conclave, Prevost was a ghost in the machine of public opinion. Bookmakers gave him a measly 1% probability of election. He was a relative newcomer with little tenure in the College.
However, the algorithm told a different story. When the authors ran their structural metrics, Prevost jumped off the page:
While the world looked at the loud voices, the network identified the silent keystone. In the paper's analysis, Prevost’s structural dominance made him the de facto strongest candidate, a prediction validated by his selection as "Pope Leo XIV."
While In the Network of the Conclave is a triumph of structural analysis, it is not without its blind spots.
1. The "Dark Matter" of Informal Ties: The study relies entirely on formal, public records—who sits on a committee, who ordained whom. It cannot capture the "dark matter" of the Vatican: private dinners, whispered alliances in the hallways of the Domus Sanctae Marthae, or personal animosities. In closed elites, these informal ties often override formal ones.
2. Static vs. Dynamic: The paper presents a static snapshot of the network leading up to the vote. However, a conclave is a dynamic, evolving organism. Momentum shifts rapidly after the first ballot. A dynamic model that accounts for how "preference cascades" occur once voting starts would be a necessary evolution of this work.
3. The Role of Ideology: The paper touches on doctrinal orientation, but treats it secondary to structure. In reality, theological "red lines" can be insurmountable walls that no amount of "betweenness centrality" can bridge. If the Church is deeply polarized, a central broker might be rejected by both sides as being too compromised, rather than accepted as a unifier.
Soda, Iorio, and Rizzo have provided a compelling reminder that in the Vatican, as in corporate boardrooms, power is a function of position. By ignoring the noise of the media and focusing on the signal of the structure, they uncovered what human intuition missed. Future conclave watchers would do well to put down the betting slips and pick up a graph theory textbook.
Frédéric Mirindi | November 22, 2025 | Sovereign Debt & Development
W
hile the global financial press remains fixated on Chinese infrastructure loans and Eurobond defaults, a more insidious structural shift is occurring within African capital markets. As highlighted in a recent briefing by The Economist ("The other debt crisis," Nov 22, 2025), the composition of African sovereign liabilities has undergone a "major transformation." Domestic borrowing has surged from $150bn in 2010 to nearly $500bn in 2024, now constituting roughly half of all government debt in sub-Saharan Africa.
This pivots the conversation from external vulnerability to internal fragility. This article summarizes the key arguments presented by The Economist and offers a critical econometric perspective on the implications for long-run growth.
Historically, emerging markets suffered from "original sin"—the inability to borrow abroad in their own currency. This exposed them to catastrophic currency mismatches when the dollar strengthened. Domestic borrowing theoretically solves this; liabilities are denominated in the same currency as tax revenues.
However, this safety comes at a steep price. The article notes that interest rates on domestic instruments are typically three to six percentage points higher than external concessional financing. Furthermore, maturities are dangerously short. This forces governments into a perpetual cycle of refinancing, diverting colossal sums from productive investment. In Kenya, for instance, one-third of financing needs are consumed by debt service, stifling public expenditure on health and education.
The most alarming structural risk identified is the symbiotic fragility between sovereigns and local banks. In many sub-Saharan nations, banks hold over 20% of their assets in government debt. This creates a "doom loop": if sovereign creditworthiness falters, bank balance sheets collapse; if banks falter, the government loses its primary creditor. This dynamic crowds out the private sector, as banks find it safer and more lucrative to lend to the state than to innovative SMEs, effectively strangling the engine of future growth.
Critically, The Economist perhaps underplays the structural drivers of this shift. The surge in domestic borrowing is not merely a policy error but a rational response to the drying up of international capital flows and the volatility of the Eurobond market. While the costs are high, the alternative—a return to dependency on conditional multilateral loans—carries its own political economy risks.
The path forward lies not in curbing domestic issuance, but in market deepening. As seen in Nigeria and Tanzania, extending the yield curve to longer maturities can mitigate rollover risk. The goal should be to transform this "crisis" into a catalyst for robust, liquid, and diverse African capital markets.
Frédéric Mirindi | November 18, 2025 | Development Economics
T
o walk along the main road in Ruaka, on the outskirts of Nairobi, is to witness a dichotomy that defines modern African commerce. On the street, informal market stalls overflow with vegetables and charcoal. In the distance stands a gleaming mall housing a Carrefour franchise. But bridging this gap is Quickmart, a local Kenyan chain that has rapidly expanded to nearly 60 branches. It represents a quiet revolution: the rise of homegrown retailers filling the "missing middle" where international giants have often stumbled.
Historically, African retail has been bifurcated. Supermarkets catered to the affluent elite, while the vast majority of the population (purchasing over 70% of food and goods) relied on informal vendors. However, as noted in a recent analysis by The Economist, local chains like Quickmart (Kenya), Marketsquare (Nigeria), and Kazyon (Egypt) are proving that formal retail can successfully compete for the mass market.
The retreat of Shoprite from Nigeria in 2021 serves as a cautionary tale. The South African giant struggled with a business model that relied heavily on imported goods and leases priced in dollars. When the naira depreciated, their cost structure collapsed. Ebele Enunwa, CEO of Marketsquare, notes that international chains often sold products "that Nigerians did not know or care about."
In contrast, local challengers are agile. They locate stores in secondary cities and satellite towns rather than just prestige capitals. They understand that the African consumer is not merely "rising" in a linear fashion but is a strategic shopper navigating high inflation. Quickmart, for example, operates 24-hour branches to serve informal workers and stocks hot takeaways for Nairobi's young professionals.
Investors have long obsessed over the African "middle class," a term that often obscures more than it reveals. Analytics firm Fraym estimates a "consumer class" of 330 million people, yet purchasing power parity (PPP) data shows average incomes in sub-Saharan Africa remain a fraction of those in other emerging markets.
This reality has forced even e-commerce giants like Jumia to pivot. Moving away from the "Amazon of Africa" narrative targeting elites, Jumia is now delivering practical goods—weed-sprayers, shoes, and blenders—to customers in smaller towns ("up country"). This shift from aspirational luxury to practical utility is the new frontier of African retail.
The success of these local chains suggests that the future of African retail isn't about replacing the informal market entirely, but upgrading it. By offering safety, consistency, and localized products at competitive price points, they are building a uniquely African model of modernity.
Frédéric Mirindi | January 1, 2026 | Economic History
O
n January 1, 1804, Jean-Jacques Dessalines declared the independence of Haiti, marking the first time in history that a slave revolt led to the founding of a sovereign state. This event shattered the myth of white supremacy and sent shockwaves through the colonial powers of the Atlantic. However, as the Arte documentary "Quand l'histoire fait dates" vividly illustrates, this freedom came at an exorbitant price—a price that Haiti is, in many ways, still paying today.
While the video provides a compelling narrative of the revolution, a rigorous economic critique reveals that Haiti's underdevelopment was not merely a result of isolation, but of active, calculated financial extraction by France and the United States.
The most critical economic event discussed is the indemnity of 1825. Under threat of war, France demanded 150 million gold francs—later reduced but still crushing—in exchange for diplomatic recognition. This was not aid; it was reverse reparations. Haiti was forced to compensate slaveholders for their lost "property" (human beings).
To pay this ransom, Haiti had to take out loans from French banks, creating a "double debt"—the indemnity itself and the interest on the loans to pay it. This siphoned off wealth for over a century. By 1900, 80% of Haiti's national budget was consumed by debt repayment. This capital flight prevented investment in infrastructure, education, or industrialization, effectively locking the nation into an agrarian trap.
The documentary rightly points out the colonial legacy of the "Pearl of the Antilles." Saint-Domingue was the world's most profitable colony, producing 60% of the world's coffee and 40% of its sugar. However, this wealth was built on a fragile monoculture system dependent on forced labor.
Post-independence, Haitian leaders faced a dilemma: maintain the plantation system to generate export revenue (which required militarized labor, alienating the newly free peasantry) or break up the land into subsistence plots (which meant freedom but poverty). The lack of diversification and the reliance on volatile commodity markets left the economy vulnerable to external shocks.
From an economic history perspective, the video could be critiqued for not emphasizing enough the role of the United States occupation (1915-1934). While it mentions isolation, the US actively seized Haiti's gold reserves and rewrote its constitution to allow foreign land ownership. This wasn't just "instability"; it was imperial resource extraction.
Furthermore, the "reparations" demanded by President Aristide in 2003 (estimated at $21 billion) were not charity, but a restitution of the capital stolen through the 1825 indemnity. The documentary touches on this, but the economic argument is stronger: without that initial capital drain, compound growth suggests Haiti's trajectory would have been radically different.