Table 4 Time-variant variables expected to differentially affect deforestation within CFM and MNP, included as covariates in the event study analysis

From: The effect of a political crisis on performance of community forests and protected areas in Madagascar

Covariate (annual)

Units

Spatial resolution

Source

Distance to forest edge

m

90 m

Vielledent et al. (2018)31 updated to 2020; annual distance to forest edge calculated using Google Earth Engine80

Population density

People/km2

1 km

WorldPop73

Maximum accumulated precipitation

mm

5 km

TerraClimate81

Maximum temperature

°C

5 km

TerraClimate81

Drought severity

Palmer drought severity index

5 km

TerraClimate81

Maximum wind speed

m/s

5 km

TerraClimate81

Average rice price

Madagascar Ariary

NA

World Bank82

Standard deviation of rice price

Madagascar Ariary

NA

World Bank82

Time-invariant covariates used as interaction terms

Distance to a road

m

90 m

Rasolofoson et al. (2015)39

Distance to a village

m

90 m

Rasolofoson et al. (2015)39

Distance to an urban center

m

90 m

Rasolofoson et al. (2015)39

Population density in 2005

People/km2

1 km

WorldPop73

Development level (index of material assets) in 2007

0 (below median) or 1 (above median)

Fonkontany (administrative unit)

Wu Yang, Conservation International, based on Communes Database83

Security conditions and risk of theft of property in 2007

0 (below median) or 1 (above median)

Fonkontany

Wu Yang, Conservation International, based on Communes Database83

  1. Interaction terms used to explore heterogeneity of impacts (see Supplemental Materials).