Resource Shocks and Local Public Goods: A Tale of Two Districts
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1 Resource Shocks and Local Public Goods: A Tale of Two Districts Sebastian Dettman Thomas Pepinsky Department of Government Cornell University November 15, 2014
2 Motivations Narrow Point: how resource wealth affects the lives of marginalized people in a marginalized place Broad Point: 1. MNCs 2. Resource extraction 3. Multi-level governance 4....and identifying effects of resource rents on local public goods Central finding: onset of resource revenues -> slower growth in village electrification
3 Motivations Narrow Point: how resource wealth affects the lives of marginalized people in a marginalized place Broad Point: 1. MNCs 2. Resource extraction 3. Multi-level governance 4....and identifying effects of resource rents on local public goods Central finding: onset of resource revenues -> slower growth in village electrification
4 Motivations Narrow Point: how resource wealth affects the lives of marginalized people in a marginalized place Broad Point: 1. MNCs 2. Resource extraction 3. Multi-level governance 4....and identifying effects of resource rents on local public goods Central finding: onset of resource revenues -> slower growth in village electrification
5 Motivations Narrow Point: how resource wealth affects the lives of marginalized people in a marginalized place Broad Point: 1. MNCs 2. Resource extraction 3. Multi-level governance 4....and identifying effects of resource rents on local public goods Central finding: onset of resource revenues -> slower growth in village electrification
6 The Resource Curse Simple expectation: the resource curse exists at the subnational level Causal logic Natural resource revenues reduce elected officials fiscal dependence, accountability Fiscally unaccountable politicians are less likely to do what citizens like Citizens like public goods, especially where public goods are rare Precise hypothesis The onset of resource revenue flows will be associated with lower provision of local public goods
7 The Resource Curse Simple expectation: the resource curse exists at the subnational level Causal logic Natural resource revenues reduce elected officials fiscal dependence, accountability Fiscally unaccountable politicians are less likely to do what citizens like Citizens like public goods, especially where public goods are rare Precise hypothesis The onset of resource revenue flows will be associated with lower provision of local public goods
8 The Resource Curse Simple expectation: the resource curse exists at the subnational level Causal logic Natural resource revenues reduce elected officials fiscal dependence, accountability Fiscally unaccountable politicians are less likely to do what citizens like Citizens like public goods, especially where public goods are rare Precise hypothesis The onset of resource revenue flows will be associated with lower provision of local public goods
9 The Resource Curse Simple expectation: the resource curse exists at the subnational level Causal logic Natural resource revenues reduce elected officials fiscal dependence, accountability Fiscally unaccountable politicians are less likely to do what citizens like Citizens like public goods, especially where public goods are rare Precise hypothesis The onset of resource revenue flows will be associated with lower provision of local public goods
10 The Case of Indonesian Papua
11 The Case of Indonesian Papua Easternmost two provinces in Indonesia, formerly known as Irian Jaya province (split, renamed in 2003)
12 The Case of Indonesian Papua Two key resource-producing districts 1. Mimika (Papua) 2. Teluk Bintuni (West Papua)
13 The Case of Indonesian Papua Resources in Mimika Resources in Teluk Bintuni gold and copper from Grasberg natural gas from Tangguh LNG facility (Freeport McMoRan) facility (BP w/ CNOOC, Nippon Oil)
14 BP and Freeport in Indonesian Papua Five commonalities: 1. Neither has a great reputation 2. Both know it 3. Both are targets of independence activists, militants, etc. 4. CSR/community outreach is a (rhetorical) priority 5. Special focus on spillovers and public goods One difference: 1. revenues started in 2009 for Tangguh, had been ongoing from Grasberg (note: revenues not unanticipated)
15 BP and Freeport in Indonesian Papua Five commonalities: 1. Neither has a great reputation 2. Both know it 3. Both are targets of independence activists, militants, etc. 4. CSR/community outreach is a (rhetorical) priority 5. Special focus on spillovers and public goods One difference: 1. revenues started in 2009 for Tangguh, had been ongoing from Grasberg (note: revenues not unanticipated)
16 BP and Freeport in Indonesian Papua Five commonalities: 1. Neither has a great reputation 2. Both know it 3. Both are targets of independence activists, militants, etc. 4. CSR/community outreach is a (rhetorical) priority 5. Special focus on spillovers and public goods One difference: 1. revenues started in 2009 for Tangguh, had been ongoing from Grasberg (note: revenues not unanticipated)
17 Resource Revenues, Fiscal Relations, Public Goods It s complicated Bottom line: most revenues flow to resource producing districts some flow to resource producing provinces remainder flow to other (non-resource producing) districts in resource producing provinces
18 Resource Revenues, Fiscal Relations, Public Goods It s complicated Bottom line: most revenues flow to resource producing districts some flow to resource producing provinces remainder flow to other (non-resource producing) districts in resource producing provinces
19 Resource Revenues, Fiscal Relations, Public Goods It s complicated Bottom line: most revenues flow to resource producing districts some flow to resource producing provinces remainder flow to other (non-resource producing) districts in resource producing provinces
20 Resource Revenues, Fiscal Relations, Public Goods Local public goods: Non-excludable and non-rivalrous goods delivered to communities by higher administrative units Our focus: Electricity (provided by PLN) Health care (three community health facilities) Commonality: provision is a multi-level governance problem Difference: relevance for extractive activity
21 Resource Revenues, Fiscal Relations, Public Goods Local public goods: Non-excludable and non-rivalrous goods delivered to communities by higher administrative units Our focus: Electricity (provided by PLN) Health care (three community health facilities) Commonality: provision is a multi-level governance problem Difference: relevance for extractive activity
22 Resource Revenues, Fiscal Relations, Public Goods Local public goods: Non-excludable and non-rivalrous goods delivered to communities by higher administrative units Our focus: Electricity (provided by PLN) Health care (three community health facilities) Commonality: provision is a multi-level governance problem Difference: relevance for extractive activity
23 Resource Revenues, Fiscal Relations, Public Goods Local public goods: Non-excludable and non-rivalrous goods delivered to communities by higher administrative units Our focus: Electricity (provided by PLN) Health care (three community health facilities) Commonality: provision is a multi-level governance problem Difference: relevance for extractive activity
24 An Empirical Model Basic idea: OK, did the onset of resource revenues affect local public goods provision in Teluk Bintuni? Problems: 1. What s the counterfactual? 2. Revenues do not flow just to districts that produce resources Solution: diff-in-diff-in-diff (DDD) approach
25 An Empirical Model Basic idea: OK, did the onset of resource revenues affect local public goods provision in Teluk Bintuni? Problems: 1. What s the counterfactual? 2. Revenues do not flow just to districts that produce resources Solution: diff-in-diff-in-diff (DDD) approach
26 An Empirical Model Basic idea: OK, did the onset of resource revenues affect local public goods provision in Teluk Bintuni? Problems: 1. What s the counterfactual? 2. Revenues do not flow just to districts that produce resources Solution: diff-in-diff-in-diff (DDD) approach
27 An Empirical Model Basic idea: OK, did the onset of resource revenues affect local public goods provision in Teluk Bintuni? Problems: 1. What s the counterfactual? 2. Revenues do not flow just to districts that produce resources Solution: diff-in-diff-in-diff (DDD) approach
28 An Empirical Model Our baseline model: Y it = β 0 + β 1 Resources d + β 2 Province p +β 3 Resources d Province p + δ 0 PostOnset t +δ 1 PostOnset t Resources d + δ 2 PostOnset t Province p +δ 3 PostOnset t Resources d Province p + X it + D d + ɛ it Y it is a public good in village i in period t X it are time-varying village-level covariates D d are district fixed effects OLS with clustered standard errors by district year δ 3 is our main parameter of interest Note different scales/dimensions of variation: i, d, p, t = village, district, province, time
29 An Empirical Model Our baseline model: Y it = β 0 + β 1 Resources d + β 2 Province p +β 3 Resources d Province p + δ 0 PostOnset t +δ 1 PostOnset t Resources d + δ 2 PostOnset t Province p +δ 3 PostOnset t Resources d Province p + X it + D d + ɛ it Y it is a public good in village i in period t X it are time-varying village-level covariates D d are district fixed effects OLS with clustered standard errors by district year δ 3 is our main parameter of interest Note different scales/dimensions of variation: i, d, p, t = village, district, province, time
30 An Empirical Model Our baseline model: Y it = β 0 + β 1 Resources d + β 2 Province p +β 3 Resources d Province p + δ 0 PostOnset t +δ 1 PostOnset t Resources d + δ 2 PostOnset t Province p +δ 3 PostOnset t Resources d Province p + X it + D d + ɛ it Y it is a public good in village i in period t X it are time-varying village-level covariates D d are district fixed effects OLS with clustered standard errors by district year δ 3 is our main parameter of interest Note different scales/dimensions of variation: i, d, p, t = village, district, province, time
31 Results Summary Electrification 1. DDD term negative and highly significant onset of revenues lower growth in electricity after onset of revenue flows in Teluk Bintuni relative to both other West Papuan districts and to resource-rich Mimika 2. Resource-producing districts have lower rates of electrification 3. West Papua has lower rates of electrification 4. On average, electrification grew across Papua and West Papua between 2008 and Larger, less remote, and Muslim-majority villages have more electricity
32 Results Summary Electrification 1. DDD term negative and highly significant onset of revenues lower growth in electricity after onset of revenue flows in Teluk Bintuni relative to both other West Papuan districts and to resource-rich Mimika 2. Resource-producing districts have lower rates of electrification 3. West Papua has lower rates of electrification 4. On average, electrification grew across Papua and West Papua between 2008 and Larger, less remote, and Muslim-majority villages have more electricity
33 Results Summary Electrification 1. DDD term negative and highly significant onset of revenues lower growth in electricity after onset of revenue flows in Teluk Bintuni relative to both other West Papuan districts and to resource-rich Mimika 2. Resource-producing districts have lower rates of electrification 3. West Papua has lower rates of electrification 4. On average, electrification grew across Papua and West Papua between 2008 and Larger, less remote, and Muslim-majority villages have more electricity
34 Results Summary Community health facilities 1. DDD term positive and highly significant in most baseline models onset of revenues more health care facilities after onset of revenue flows in Teluk Bintuni relative to both other West Papuan districts and to resource-rich Mimika 2. Resource-producing districts have fewer health care facilities 3. Other results fragile (both sign and sig.) 4. Larger, less remote, and Muslim-majority villages have more community health facilities
35 Results Summary Community health facilities 1. DDD term positive and highly significant in most baseline models onset of revenues more health care facilities after onset of revenue flows in Teluk Bintuni relative to both other West Papuan districts and to resource-rich Mimika 2. Resource-producing districts have fewer health care facilities 3. Other results fragile (both sign and sig.) 4. Larger, less remote, and Muslim-majority villages have more community health facilities
36 Robustness 1. Non-linear models (logit / fractional logit) 2. Randomization inference (Rader 2011) with a double-permutation test 2.1 Estimate base model, store δ 3 and its T-statistic 2.2 Randomly assign each district to be in Papua or in West Papua 2.3 Randomly assign each district to have natural resources or not 2.4 Estimate base model using random provinces and resource endowments, store placebo DDD and placebo T 2.5 Repeat steps times 2.6 Compare distribution of placebos to true estimate from step 2.1
37 Robustness DDD T Statistics Electricity (PLN) Puskesmas Empirical CDF p =.016 Empirical CDF p = Placebo DDD T Statistic Placebo DDD T Statistic Puskesmas Pembantu Posyandu Empirical CDF p =.45 Empirical CDF p = Placebo DDD T Statistic Placebo DDD T Statistic Double-permutation test results
38 Mechanisms 1. Commodity price shocks? 2. Revenues violence, violence fewer public goods 3. Natural gas versus mining 3.1 Compensation for dirtier mining operation 3.2 Gas facilities produce their own electricity 4. Spillover effects (negative or positive) 5. Insulates district governments from political accountability
39 Conclusion Narrow contribution: Papuan case Broader contributions: 1. Subnational resource curse 2. From MNCs to local communities 3. Multilevel governance and inter-jurisdictional fiscal relations
40 Conclusion Narrow contribution: Papuan case Broader contributions: 1. Subnational resource curse 2. From MNCs to local communities 3. Multilevel governance and inter-jurisdictional fiscal relations
41 Conclusion Narrow contribution: Papuan case Broader contributions: 1. Subnational resource curse 2. From MNCs to local communities 3. Multilevel governance and inter-jurisdictional fiscal relations
42 Extras: More on Fiscal Relations Special Autonomy provisions for Papua and West Papua Laws governing mining vs. petroleum revenues Baroque system of center-region transfers Practical difficulties in administration
43 Extras: Health care facilities 1. puskesmas Community health centers (pusat kesehatan masyarakat) Deliver basic health care at the subdistrict level, present in 8.2% of villages. 2. puskesmas pembantu 3. posyandu helper community health centers (pusat kesehatan masyarakat pembantu) Facilitate frontline basic health care delivery in places where puskesmas is not available, present in 21.1% of villages. family planning and unified health service posts (pos pelayanan keluarga berencana - kesehatan terpadu) established and managed by village-level communities themselves, facilitated by public health workers, present in 49.5% of villages
44 Extras: On Mechanisms 1. Commodity price shocks? Cannot have been. 2. Revenues violence, violence fewer public goods Actually exactly backwards 3. Natural gas versus mining (compensation or own-production) Leverage Raja Ampat comparison in quadruple diff model, results hold 4. Spillover effects (negative or positive) Convincing evidence of resource curse extending to electricity from private sources too 5. Insulates district governments from political accountability Cannot test directly (at least not yet)
45 Extras: Regression Results (Electricity)
46 Extras: Regression Results (Health)
47 Extras: Regression Results (Electricity, Frac. Logit)
48 Extras: Regression Results (Health, Logit)
49 Extras: Regression Results (Violence)
50 Extras: Regression Results (Non-State)
51 Extras: Regression Results (Revenues)
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