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  • News

    news

    Azerbaijan, Harvard launch upgraded Green Growth Portal to drive global energy transition

    November 12, 2025

    Azerbaijan’s Ministry of Economy, in collaboration with Harvard University’s Growth Lab, has launched an enhanced version of the Green Growth Portal, initially introduced last year during COP29 in Baku.
  • Growth Lab

    News

    news

    Top African Green Economies Ranked by New Global Greenplexity Index

    November 7, 2025

    The ranking assesses 145 countries based on the diversity and sophistication of their inputs and technologies essential to the global energy transition.
  • Aerial view of Český Krumlov, a town in the Czech Republic

    News

    news

    The Czech Republic is conquering the green industry: Harvard’s Greenplexity Index ranks us among the global drivers of green transformation

    November 7, 2025

    Hrot24: According to the newly published Greenplexity Index by Harvard Growth Lab, it is the third best prepared country in the world for the transition to a low-emission economy.
  • Growth Lab

    News

    news

    A surprising ranking of green economies: Poland in the top 15.

    November 7, 2025

    Rzeczpospolita: Poland’s Developing Green Economy” ranks among the top fifteen in Harvard University’s ranking.
  • Working Papers

    Bustos, S., et al., 2025

    Tackling Discrepancies in Trade Data: The Harvard Growth Lab International Trade Datasets

    Bilateral trade data informs foreign and domestic policy decisions, serves as a growth indicator, determines tariffs, and is the basis for financial and investment decisions for corporations. Accurate trade data […]
    Growth Lab

    Bilateral trade data informs foreign and domestic policy decisions, serves as a growth indicator, determines tariffs, and is the basis for financial and investment decisions for corporations. Accurate trade data translates into better decision-making. However, the raw bilateral trade data reported by UN Comtrade suffer from two structural problems: reporting differences between country partners and countries reporting in different product classification systems, which require product-level harmonization to compare data across countries. In this paper, we address these challenges by combining a mirroring technique and a data-driven concordance method. Mirroring reconciles importer and exporter differences by imputing country reliability scores and applying a weighted country-pair average to calculate the estimated trade value. We harmonize product classifications across vintages by calculating conversion weights that reflect a product’s market share. The resulting publicly available datasets mitigate issues in raw trade statistics, reducing reporting inconsistencies while maintaining product-level granularity across six decades. 

  • Working Papers

    Klinger, B., et al., 2023

    Growth Diagnostics and Competitiveness Study of the Manufacturing Sector in Tanzania

    Tanzania’s manufacturing puzzles (and frustrations) seem to be a natural outcome of their policy choice. The Tanzanian economy experienced a significant acceleration over two decades, growing at a compounded annual […]
    Growth Lab

    Tanzania’s manufacturing puzzles (and frustrations) seem to be a natural outcome of their policy choice. The Tanzanian economy experienced a significant acceleration over two decades, growing at a compounded annual growth rate of 6% between 1998 and 2018: Largest rates were recorded and sustained by the super commodity cycle (2005-2014). Within that growth trajectory, manufacturing’s share of gross domestic product (GDP) has lingered for 30 years below 10% – well below the 23% target established for 2025 in Tanzania’s Industrial Development Strategy (2011). As stressed by Diao et al (2021), the bulk of manufacturing value added is created by a few capital-intensive firms, whereas informal manufacturing has increased employment but without significant improvements in productivity/wages. Manufacturing exports surged in 2011 and remained steady since driven by subsector basic metals (gold & unrefined copper). If these are excluded, the curve mirrors the commodity price boom (likely a price boom rather than a volume boom). Looking only at exports conceals the fact that the bulk of the manufacturing output in Tanzania is sold in the domestic market rather than exported: exports are equivalent to less than 2% of GDP; domestic sales are seven times higher. While Food and Beverages make up for the largest share of manufacturing value employment and value-added, basic metals are the ones accounting for the vast majority of Tanzania’s exports.

    The most binding constraint to investments in manufacturing in Tanzania is the availability and quality of electricity supply: Access to electricity is the lowest among peers, with large disparities between rural (22%) and urban (70%). Electrical outages are frequent and expensive for the manufacturing sector; firms even plan their production schedules and decide on plant locations based on power reliability. And yet, when we analyze the share of value-added against energy intensity at the sub-sector level, the negative relationship to be expected if electricity is indeed the constraint is there, but too fragile and noisy. Why? The strongest evidence points to the role of trade protection in compensating firms for other constraints, allowing existing manufacturers to capture large shares of domestic value-added while remaining uncompetitive in export markets. Large manufacturing subsectors of moderate to high energy intensity and more capital intensive enjoy higher tariff protection, creating a wedge that allows these industries to thrive in the domestic market. Despite joining numerous free trade agreements, Tanzania remains one of the most restrictive countries from a trade standpoint, eased by filing exceptions that shield individual products and entire domestic industries from competition. We have also found that effective taxation in Tanzania is relatively higher on labor (lower on capital, materialized through massive tax holidays granted within SEZ), skewing returns away from the country’s relative labor abundance. Failure to address the binding constraints creates a rationale for upholding protection, which reinforces biases towards capital and energy-intensive sectors. These policies go a long way in explaining the Tanzanian manufacturing puzzle.

  • Figure 1: Electronic Integrated circuit (ICs) Exports by Country, 2020
  • Rachel Chang
  • Past Event

    Research Seminar: Robot Adoption, Organizational Capital and the Productivity Paradox

    April 10, 2023 — 10:15 am11:30 pm

    The Growth Lab Research Seminar series is a weekly seminar that brings together researchers from across the academic spectrum who share an interest in growth and development. Whether attending in-person […]

  • Past Event

    Research Seminar: Opportunities and Challenges in the Use of Alternative Data Sources to Study Migratory Phenomena

    March 27, 2023 — 10:15 am11:30 am

    The Growth Lab Research Seminar series is a weekly seminar that brings together researchers from across the academic spectrum who share an interest in growth and development. Speaker: Stefano M. […]

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