Transcript
Page 1: Indonesia’s moratorium and emissions from deforestation

How much would Indonesia’s moratorium on forest concessions have reduced emissions

from deforestation from 2000-2010?

J Busch – R Lubowski – E Ashkenazi – K Austin – F Boltz – M Hansen – B Margono – M Steininger–F Stolle– A Baccini

Jonah Busch, Ph.D. (Conservation International) World Resources Institute Side Event, UNFCCC COP 18

Millennium Hotel, Doha, Qatar Thursday, November 29, 2012

Page 2: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? 4. What carbon price would have achieved an equivalent reduction?

Page 3: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

19% in oil palm concessions; 26% in timber concessions 2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

on average, oil palm concessions increased deforestation by 60%, and timber concessions increased deforestation by 110%, controlling for year- and site- specific effects 3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? by 578 MtCO2e/10 yrs (8.3%) assuming no leakage, extrapolating

rates from dated to undated concessions 4. What carbon price would have achieved an equivalent reduction? a carbon price of $2.05 (mandatory) or $9.40 (voluntary)

Page 4: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? 4. What carbon price would have achieved an equivalent reduction?

Page 5: Indonesia’s moratorium and emissions from deforestation
Page 6: Indonesia’s moratorium and emissions from deforestation

1,442,462

566,778

1,859,364

190,202

4,718,690

Deforestation (ha), 2000-2010 Total: 8.78 million ha

7,835,348

10,830,952

6,509,198

7,207,299 61,859,374

Forest (ha), 2000 Total: 94.24 million ha

Oil palm concession

Logging concession

Timber concession

Protected area

Unprotected, non-concession

341,097

27,609

135,348

10,793

768,365

Palm oil conversion (ha), 2000-2010 Total: 1.28 million ha

1,691,808,273

414,866,793

2,280,133,378

132,747,802

4,187,169,312

Emissions (tCO2e), 2000-2010 Total: 8.71 billion tCO2e

Page 7: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? 4. What carbon price would have achieved an equivalent reduction?

Page 8: Indonesia’s moratorium and emissions from deforestation

2.2x (3.4x) more deforestation INSIDE oil palm (timber) concessions than OUTSIDE concessions…

-

20,000,000

40,000,000

60,000,000

80,000,000

100,000,000

120,000,000

140,000,000

160,000,000

180,000,000

2000

20

01

2002

20

03

2004

20

05

2006

20

07

2008

20

09

2010

Are

a (h

a)

Year

Indonesia forest loss, 2000-2010

Non-forest (+13%) Other forest (-8%) Timber (-27%) Logging (-5%) Oil palm (-17%) Protected (-3%)

Page 9: Indonesia’s moratorium and emissions from deforestation

2.2x (3.4x) more deforestation INSIDE oil palm (timber) concessions than OUTSIDE concessions…

…but concession land is geographically different

-

20,000,000

40,000,000

60,000,000

80,000,000

100,000,000

120,000,000

140,000,000

160,000,000

180,000,000

2000

20

01

2002

20

03

2004

20

05

2006

20

07

2008

20

09

2010

Are

a (h

a)

Year

Indonesia forest loss, 2000-2010

Non-forest (+13%) Other forest (-8%) Timber (-27%) Logging (-5%) Oil palm (-17%) Protected (-3%)

Unprotected Non-concession

(n=136,963)

Oil palm Concession (n=22,285)

Timber Concession (n=16,076)

Slope (%) 7.2

6.3 5.7

Elevation (m) 340

286 272 Distance to nearest highway (km) 65

56 46

Distance to nearest provincial capital (km) 226

239 211

Potential agricultural revenue ($/ha/yr) $245 $212 $259 Above and below ground biomass (tC/ha) 148

149 160

Peat extent (%) 15%

22% 66%

Forest cover, 2000 (%) 52%

48% 59%

Forest cover, 2010 (%) 48% 41% 45%

Deforestation (%/10 yr) 7.8% 17% 24%

Palm oil cover, 2010 (%) 2.9% 9.0% 2.9%

Page 10: Indonesia’s moratorium and emissions from deforestation

2000-2010 Before

concession After

concession

Oil palm, undated -1.62%

Oil palm, dated -2.35% -1.1% -2.5%

Logging, undated -

Logging, dated -0.47% -0.38% -0.51%

Timber, undated -0.28%

Timber, dated -2.98% -2.6% -3.5%

Protected, undated +1.46%

Protected, dated -0.40% -1.4% -0.37%

Other forest -0.77%

Total forest -0.94%

Non-forest +1.25%

2.3x (1.3x) more deforestation AFTER oil palm (timber) concessions than BEFORE concessions…

Average annual deforestation rate (%/yr)

Page 11: Indonesia’s moratorium and emissions from deforestation

2000-2010 Before

concession After

concession

Oil palm, undated -1.62%

Oil palm, dated -2.35% -1.1% -2.5%

Logging, undated -

Logging, dated -0.47% -0.38% -0.51%

Timber, undated -0.28%

Timber, dated -2.98% -2.6% -3.5%

Protected, undated +1.46%

Protected, dated -0.40% -1.4% -0.37%

Other forest -0.77%

Total forest -0.94%

Non-forest +1.25%

2.3x (1.3x) more deforestation AFTER oil palm (timber) concessions than BEFORE concessions…

…but deforestation was increasing nationwide

0.0%

0.2%

0.4%

0.6%

0.8%

1.0%

1.2%

1.4%

Def

ores

tatio

n ra

te (%

/yr)

Year

Average annual deforestation rate (%/yr)

Page 12: Indonesia’s moratorium and emissions from deforestation

To attribute deforestation to the designation of oil palm concessions, we need fixed effects regression to… -control for year-specific effects -control for site-specific effects matching methods? -not necessary due to panel data

Page 13: Indonesia’s moratorium and emissions from deforestation

Designation Average effect of concession designation on deforestation (ha/yr), controlling for year fixed-effects and site fixed-effects

Timber concession +110% (109-111%)

Oil palm concession +60% (57-64%)

Logging concession +61% (59-63%)

Protected area - 4.4% (1.2-7.5%)

Poisson regression; number of 3km x 3km site-years = 1,268,690

Page 14: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? 4. What carbon price would have achieved an equivalent reduction?

Page 15: Indonesia’s moratorium and emissions from deforestation

Oil Palm Concessions Total: 10.6 mha

post-2000

pre-2000

undated

Timber Concessions Total: 8.6 mha

Logging Concessions Total: 13.2 mha

Protected Areas Total: 14.8 mha

Page 16: Indonesia’s moratorium and emissions from deforestation

Aggregating impact to national level Scope of moratorium Reduction in

deforestation Reduction in

emissions from deforestation

New oil palm concessions in high-carbon forests (>150tC/ha) and peat lands

117,000 ha/10yrs (-1.3%)

153 MT/10yrs (-2.2%)

New oil palm + timber concessions in high-carbon forests (>150tC/ha) and peat lands

414,000 ha/10yrs (-4.7%)

578 MT/10yrs (-8.3%)

New oil palm + timber concessions in all forest

550,000 ha/10yrs (-6.3%)

628 MT/10yrs (-9.0%)

New oil palm + timber + logging concessions in all forest

628,000 ha/10yrs (-7.2%)

676 MT/10yrs (-9.6%)

New + existing oil palm + timber + logging concessions in all forest

1,486,000 ha/10yrs (-16.9%)

1367 MT/10yrs (-19.5%)

Uninformed extrapolation of concession dates to undated concessions; no leakage Caveats: No exemptions; no temporal shifting

Page 17: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

3. How much would Indonesia’s moratorium on concessions have

reduced emissions if applied from 2000-2010? 4. What carbon price would have achieved an equivalent reduction?

Page 18: Indonesia’s moratorium and emissions from deforestation

Comparing incentive structures for

REDD+ using OSIRIS-Indonesia (Busch et al, PNAS, 2012)

Click-of-a-button decision support tool to

estimate and map the impacts of alternative REDD+ policy decisions on: -deforestation (ha/yr) -emission reductions (tCO2e/yr) -national and local revenue ($/yr) Benefits: -free -MS Excel interface -transparent -open-source -peer-reviewed, published, scientific -online: http://www.conservation.org/osiris

Page 19: Indonesia’s moratorium and emissions from deforestation

1. OBSERVED DEFORESTATION, 2000-2005 (Hansen, 2008)

Deforestation: 687,000 ha/yr Emissions: 860 million tCO2e/yr

2. LIKELY DEFORESTATION WITHOUT RED (unofficial “reference scenario”)

Deforestation: 693,000 ha/yr Emissions: 803 million tCO2e/yr

KALIMANTAN

JAVA

SUMATRA SULAWESI PAPUA

KALIMANTAN

JAVA

SUMATRA SULAWESI

PAPUA

3. LIKELY DEFORESTATION WITH RED ($10/tCO2e) Deforestation: 557,000 ha/yr

Emissions: 581 million tCO2e/yr Revenue: $2.2 billion.yr

KALIMANTAN

JAVA

SUMATRA

SULAWESI

PAPUA

SUMATRA

KALIMANTAN

JAVA

SULAWESI

SULAWESI

PAPUA

Page 20: Indonesia’s moratorium and emissions from deforestation

Carbon price needed for equivalent reduction

Scope of moratorium Reduction in emissions from deforestation

Voluntary incentives (simple)

Voluntary incentives (improved)

Mandatory incentives (e.g. cap-and-trade)

New oil palm concessions in high-carbon forests (>150tC/ha) and peat lands

153 MT/10yrs (-2.2%)

$2.60/tCO2e $1.10/tCO2e $0.50/tCO2e

New oil palm + timber concessions in high-carbon forests (>150tC/ha) and peat lands

578 MT/10yrs (-8.3%)

$9.40/tCO2e $2.75/tCO2e $2.05/tCO2e

New oil palm + timber concessions in all forest

628 MT/10yrs (-9.0%)

$10.20/tCO2e $2.95/tCO2e $2.25/tCO2e

New oil palm + timber + logging concessions in all forest

676 MT/10yrs (-9.6%)

$11.00/tCO2e $3.15/tCO2e $2.45/tCO2e

New + existing oil palm + timber + logging concessions in all forest

1367 MT/10yrs (-19.5%)

$24.40/tCO2e $7.05/tCO2e $5.60/tCO2e

(OSIRIS v1.5; Busch et al, PNAS, 2012)

Page 21: Indonesia’s moratorium and emissions from deforestation

1. How much of Indonesia’s 2000-2010 emissions from deforestation occurred within oil palm concessions (kebun) and timber concessions (HTI)?

19% in oil palm concessions; 26% in timber concessions 2. How much did the designation of a concession between 2000-2010

increase the annual deforestation rate at a particular site, relative to if that site hadn’t been designated a concession?

on average, oil palm concessions increased deforestation by 60%, and timber concessions increased deforestation by 110%, controlling for year- and site- specific effects

3. How much would Indonesia’s moratorium on new concessions have reduced emissions if applied from 2000-2010? by 578 MtCO2e/10 yrs (8.3%) assuming no leakage, extrapolating

rates from dated to undated concessions 4. What carbon price would have achieved an equivalent reduction? a carbon price of $2.05 (mandatory) or $9.40 (voluntary)

Page 22: Indonesia’s moratorium and emissions from deforestation

A moratorium on new oil palm concessions and timber concessions in high-carbon forests (>150 tC/ha) and peat lands would have had a substantial impact on reducing emissions from deforestation:

578 MtCO2e/10yrs (8.3%) Modest carbon gains could have been achieved by

expanding the scope of the moratorium to include secondary forests and new logging concessions

For Indonesia to achieve its 26-41% emission reduction

target, it would have had to expand the scope of the moratorium to address conversion within existing concessions or non-concession areas, or have put price-based instruments in place

Conclusion:

Page 23: Indonesia’s moratorium and emissions from deforestation

Terima kasih! Thank you!

Thanks to:

World Resources Institute Woods Hole Research Center

David and Lucile Packard Foundation

Comments and feedback welcome: http://www.conservation.org/osiris

[email protected]

Page 24: Indonesia’s moratorium and emissions from deforestation
Page 25: Indonesia’s moratorium and emissions from deforestation
Page 26: Indonesia’s moratorium and emissions from deforestation

REDD+: an overview

Payments ($) Developed countries provide finance

through funds or markets

Emission reductions (tCO2e/yr) •Developing countries reduce 15% of global GHG emissions from deforestation, etc •Co-benefits: biodiversity, clean water…

•UNFCCC sets basic rules •Timeline: agreement by 2015; implementation by 2020 •Forest countries decide how to achieve reductions •Price-based mechanisms or place-based policies

Page 27: Indonesia’s moratorium and emissions from deforestation

Palm oil in stove Palm oil in food Palm oil in car

Page 28: Indonesia’s moratorium and emissions from deforestation

Source: World Resources Institute

Page 29: Indonesia’s moratorium and emissions from deforestation

Data (~200,000 3km x 3km cells) Dependent variables: • Forest cover, 2000, 60m Landsat (Margono, Hansen et al, in prep) • Annual deforestation, 2000-2010, 60m Landsat (Margono, Hansen et al, in prep.) • Oil palm distribution, 2010, 250m Modis (Miettenen et al, 2011)

Explanatory variables: • Oil palm concession boundaries and dates (Ministry of Forestry, WRI, 2009/2010) • Timber concession boundaries and dates (Ministry of Forestry, WRI, 2009/2010) • Logging concession boundaries and dates (Ministry of Forestry, WRI, 2009/2010) • Protected area boundaries (WRI) and dates (various) Emission factors: • Forest biomass, 463m (Baccini et al, 2012) • Soil carbon (FAO, 2008) • Peat distribution and emissions (Wetlands International; Hooijer, 2010)

Page 30: Indonesia’s moratorium and emissions from deforestation

(1) Basic PES-style voluntary incentives

Site-scale accounting; historical reference levels

(2) District-scale accounting; historical reference levels

(3) District-scale accounting; projected reference levels

(4) District-scale accounting; projected reference levels +20% revenue sharing

(5) Well-structured voluntary incentives District-scale accounting; projected reference levels +20% revenue sharing

+20% responsibility sharing (6) District-scale accounting projected reference levels minus 10% +20% revenue sharing +20% responsibility sharing (7) Mandatory incentives, e.g. Cap & Trade

District-scale accounting; projected reference levels minus 10% 0% revenue sharing 100% responsibility sharing

(8) District-scale accounting; projected reference levels minus 26% 0% revenue sharing 100% responsibility sharing

PES CAT Well-structured Voluntary Well-structured voluntary REDD+

nearly as effective as cap-and-trade

Shortfall Surplus

Page 31: Indonesia’s moratorium and emissions from deforestation

Geographically prioritizing pilot programs: Expected abatement under REDD+ at $10/tCO2e

KALIMANTAN

JAVA

SUMATRA

SULAWESI

PAPUA

Where is forest carbon, AND where can money change behavior?

Page 32: Indonesia’s moratorium and emissions from deforestation

Sensitivities • Functional form • Included variables • Policy decisions • Model parameters -Carbon price -Price elasticity of demand for frontier agriculture (intranational leakage) -Exogenous agricultural price increase (international leakage) -Peat emission factor -Carbon data set -Social preference for agricultural revenue -National reference level -District level start-up costs -Per-hectare transaction costs

Page 33: Indonesia’s moratorium and emissions from deforestation

Economic incentives are just one

important component of a national

REDD+ strategy

Page 34: Indonesia’s moratorium and emissions from deforestation

The road ahead • Analysis in other regions: Peru, Madagascar, Bolivia, Mexico

• IDRISI GIS interface (w/ Clark Labs)

• Agricultural concessions and policies

• Degradation and reforestation

• Safeguards for REDD+

• Market integrity mechanisms: risk buffers, offset trade ratios,

conservative accounting • Matching payments for biodiversity,

water and other ecosystem services

• Community conservation contracts and green economic development


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