Policies·gh_cocoa_sector_reform_2025

Ghana cocoa-sector stabilisation and COCOBOD reform package (2025)

GHA·2025 – present·NDC Mahama second governmentcandidate

movessectoral subsidy↑rule of law↑sectoral licensing↑

What the policy did

Cocoa-sector reform package responding to Ghana's production, smuggling, and arrears crisis after several weak crop years. The bundle targets farmer-price credibility, disease and rehabilitation programmes, COCOBOD balance-sheet repair, anti-smuggling enforcement, and more predictable procurement and export financing so that official cocoa purchases recover without treating the marketing-board model as costless.

Policy-content fingerprint — what this policy moved, on which axes

Per invariant 3, reforms are scored by what they did on each channel-separated axis, not by the party that enacted them. This fingerprint is how the policy-match engine finds historical analogues.

intended

↑

sectoral subsidy

fiscal.sectoral_subsidy

Targeted industrial and sectoral subsidies (renewable energy, chip manufacturing, agriculture, green hydrogen, etc).

increased · moderate

expanded sectoral subsidies

Farmgate support, rehabilitation, extension, and COCOBOD balance-sheet repair are targeted agricultural-sector support.

↑

rule of law

institutional.rule_of_law

Rule of law as institutional substrate — contract enforcement, judicial independence, equal treatment before the law. Upstream of most other axes.

increased · weak

stronger rule of law

Anti-smuggling enforcement and procurement-finance cleanup improve formal-market compliance and auditability.

↑

sectoral licensing

regulatory.sectoral_licensing

Sector-specific licensing regimes, concentration / quota allocation, state-controlled entry (energy, telecoms, healthcare, banking).

increased · weak

tighter sectoral licensing / more state gating

Cocoa marketing remains state-gated through official purchasing and export channels while reforms tighten compliance.

Enacted by

ghana_mahama_ndc_second_2025_present

Empirical evidence — linked hypotheses

Explicit links are curated by the author. Inferred links are hypotheses in the library that test the same axes this policy moved — the framework's answer to "what does the data say about a policy like this?".

State commodity-marketing boards capture lower farm-gate prices and show more rent-seeking than private auction markets.

state_monopoly_export_commodity_price_duty

PARTIAL — coef=-5.758e-16, p=7.77e-06; effect magnitude effectively zero

partial

Growth in food or crop production per rural worker predicts lower poverty rates and child mortality in low- and middle-income countries.

agricultural_productivity_poverty_reduction_panel

REFUTED — coef=+1.109 (sign opposite claim -), p=0.0102

refuted

Agricultural export liberalisation predicts faster diversification into higher-value crops than import-substitution agricultural policy.

export_openness_agricultural_diversification

PARTIAL — coef=-2.498, p=0.691 (above α=0.1); direction inconclusive

partial

Across emerging-market and developing economies 1990-2020, stronger contract enforcement — measured by years to resolve a commercial dispute, contract-enforcement index, and legal-origin dummies — predicts whether foreign-direct-investment inflows produce productivity spillovers to domestic firms rather than enclave effects.

contract_enforcement_fdi_productivity_spilloversinferred

viainstitutional.rule_of_lawregulatory.sectoral_licensing

SUPPORTED — coef=+0.1145 (sign matches claim +), p=0.0196

supported

Industrial policy effectiveness depends on governance quality; in low-rule-of-law country samples, state allocation predicts higher corruption and lower long-run GDP growth than in high-rule-of-law samples, in a broad panel of economies during 1990-2020.

industrial_policy_corruption_interactioninferred

viainstitutional.rule_of_lawfiscal.sectoral_subsidyregulatory.sectoral_licensing

INCONCLUSIVE_DATA_PENDING — interaction term requested but no loadable constructed interaction variable is defined. The generic panel_fe runner would otherwise …

run pending

El Salvador's FDI inflow, real-GDP growth, tourism arrivals, and business-formation rate accelerated under the Bukele era (2019-2024) relative to a Central American peer-country donor pool (Honduras, Guatemala, Nicaragua, Costa Rica, Panama, Dominican Republic).

bukele_fdi_gdp_investment_climate_2019_2024inferred

viainstitutional.rule_of_law

PARTIAL — mean_gap=-0.697, |gap|/pre_sd=1.2, p_perm=1 (gap below 0.5×pre_sd or placebo p≥0.10)

partial

Among high-income economies 1990-2020, services-sector competition — measured by low barriers to entry, low incumbent-protection scores, and high churn in retail, transport, communications, and professional services — predicts long-run prosperity (real GDP per capita growth and labour-productivity growth) better than manufacturing-specific industrial policy spending.

sectoral_competition_services_productivityinferred

viaregulatory.sectoral_licensingfiscal.sectoral_subsidy

PARTIAL — coef=+0.000842, p=0.361 (above α=0.05); direction inconclusive

partial

Following El Salvador's perceived success with the régimen de excepción (March 2022 onward) and the homicide-rate collapse, multiple Latin American jurisdictions enacted Bukele-style emergency measures: Honduras (Estado de Excepción in select municipalities, December 2022), Ecuador (Estado de Excepción + designation of gangs as terrorist organisations, January 2024), Peru (Estado de Emergencia in Lima/Callao, 2023-).

latam_bukele_imitation_effect_homicide_security_stateinferred

viainstitutional.rule_of_law

PARTIAL — ATT=+0.03571, p=0.598, N=99, treated_countries=1 (above α=0.10)

partial

Under Financial Secretary John Cowperthwaite (1961–1971) and successors, Hong Kong pursued near-laissez-faire economic policy — no capital controls, no industrial policy, minimal tariffs, low flat taxes, and light labour regulation; between 1960 and 1997 Hong Kong's GDP per capita rose from approximately $4,000 to $26,000 (2011 PPP), converging almost fully to UK levels and surpassing most continental European economies.

hong_kong_minimal_state_growth_miracle_1960_1997inferred

viainstitutional.rule_of_lawfiscal.sectoral_subsidy

SUPPORTED — HKG/USA per-capita ratio 1997 = 0.80 (>=0.80); HKG annualised growth 1960-1997 = +5.22%/yr (>=5.0).

supported

Across a pre-registered panel of OECD and major emerging-market economies from 1996 to 2023, stronger rule-of-law institutions predict faster real GDP per capita growth after country and year fixed effects and basic macro controls.

market_order_rule_of_law_gdp_pc_growth_panelinferred

viainstitutional.rule_of_law

PARTIAL — coef=-0.08348, p=0.913 (above α=0.1); direction inconclusive

partial

Across a pre-registered panel of OECD and major emerging-market economies from 1996 to 2023, stronger rule-of-law institutions predict higher high-technology export intensity after country and year fixed effects and basic macro controls.

market_order_rule_of_law_high_tech_exports_panelinferred

viainstitutional.rule_of_law

PARTIAL — coef=+0.621, p=0.746 (above α=0.1); direction inconclusive

partial

Similar historical policies

Ranked by axis-fingerprint overlap with this policy. Direction match bolded — those are the closest historical analogues. Shape of the match is what drives policy-outcome comparison, not the country or party label.

Energiewende — post-Fukushima nuclear phase-out + renewable-energy acceleration

DEU·2011

match

1.5

sectoral licensingsectoral subsidy

Heavy and Chemical Industrialisation (HCI) drive — South Korea 1973-1979

KOR·1973

match

1.5

sectoral subsidysectoral licensing

YLB state-led lithium industrialisation (Salar de Uyuni)

BOL·2017