The rate, extent and spatial predictors of forest loss (2000e2012) in
the terrestrial protected areas of the Philippines
Armando Apan
a, b, *
, Luz Angelica Suarez
a, b
, Tek Maraseni
b
, Jose Alan Castillo
a, b
a
School of Civil Engineering and Surveying, University of Southern Queensland, Toowoomba, QLD, 4350, Australia
b
Institute for Agriculture and the Environment (IAgE), University of Southern Queensland, Toowoomba, QLD, 4350, Australia
article info
Article history:
Received 17 March 2016
Received in revised form
31 January 2017
Accepted 7 February 2017
Keywords:
Forest loss
Protected areas
Philippines
Logistic regression
Deforestation
abstract
While studies on deforestation of protected areas (PAs) have been conducted in many parts of the world,
no comparative study has been done over an entire country in the tropics. Thus, we conducted a country-
wide assessment of forest cover loss in all terrestrial protected areas of the Philippines, covering 198 PAs
with a total area of 4.68 million ha. This study utilised Hansen's Landsat-derived global maps of forest
cover change from 2000 to 2012, with tree canopy cover data for 2000 as the base year. Correlation and
logistic regression analyses were employed to determine the significance and magnitude of the re-
lationships between forest cover and 11 predictor variables. The assessment of forest loss reveals that the
terrestrial protected areas are generally effective in reducing forest loss. Over the 12-year period, the
average rate (2.59%) of forest clearing in protected areas is marginally lower by 0.1% than the entire
country (2.69%). Within the same duration, the average forest loss rate within the 2-km buffer zones of
selected protected areas is 1.4 times of those inside PAs. However, there was a significant number of PAs
with phenomenal forest cover loss in terms of extent (48,583 ha over 12 years) and rate (up to 21%). We
found that spatial predictor variables included in this study have weak or no relationships with forest
cover, and hence they are not reliable inputs for predictive modelling. Comprehensive assessments of
deforestation are needed at the micro-scale (e.g. single PA level) level and relatively shorter historical
timeframe (e.g. less than a decade), to generate useful information for policy formulation, planning, and
management.
© 2017 Elsevier Ltd. All rights reserved.
1. Introduction
Over the past half century, the world's tropical forest areas have
declined considerably. In the late 1970s, tropical deforestation was
about 11.3 million hectares per year (M ha y
1
)(Lanly, 1982). During
the period 1980e1990, it increased to about 15.4 M ha y
1
(Singh,
1993). From the latest Global Forest Resources Assessment 2015
report (FAO, 2015), tropical forest areas have declined by 195 M ha
between 1990 and 2015 (Keenan et al., 2015). At present, the same
report estimates that there are 1797 M ha of tropical forests
worldwide, comprising around 44% of global forest area. While the
quests to understand its drivers and preventive measures persist,
the continuous depletion of forest resources is no doubt causing
various environmental and socio-economic problems.
As in many economically developing countries in Southeast
Asia, deforestation in the Philippines has been rampant and rapid.
The country's forest cover has declined from 17.1 million hectares
or about 57% of the land area in 1937 (Tamesis, 1937) to approxi-
mately 8.0 million hectares or 27% in 2015 (FAO, 2015). A study by
Carandang et al. (2013) found that logging (identified by 40.58% of
informants interviewed), kaingin making (shifting agriculture)
(16.98%), biophysical factors (climate change, typhoons, floods,
landslides) (12.73%), mining (8.49%), and charcoal making (8.15%)
are the key drivers of deforestation and forest degradation in the
country. Kummer (1991) stressed the importance of elite control
and corruption in explaining the rate and pattern of deforestation
in the post-war Philippines.
The establishment and management of protected areas (PAs) is
one of the strategies being used to combat deforestation. Protected
areas serve a variety of functions and they provide substantial
benefits to society. They are important in protecting landscapes and
seascapes, achieving biodiversity conservation, and delivering
essential ecosystem services (Watson, Dudley, Segan, & Hockings,
* Corresponding author. School of Civil Engineering and Surveying, University of
Southern Queensland, Toowoomba, QLD, 4350, Australia.
E-mail address: apana@usq.edu.au (A. Apan).
Contents lists available at ScienceDirect
Applied Geography
journal homepage: www.elsevier.com/locate/apgeog
http://dx.doi.org/10.1016/j.apgeog.2017.02.007
0143-6228/© 2017 Elsevier Ltd. All rights reserved.
Applied Geography 81 (2017) 32e42