Abstract: Mapping
 the distribution of the quantity and value of forest benefits to local 
communities is useful for forest management, when socio-economic and 
conservation objectives may need to be traded off. We develop a 
modelling approach for the economic valuation of annual Non-Timber 
Forest Product (NTFP) extraction at a large spatial scale, which has 4 
main strengths: (1) it is based on household production functions using 
data of actual household behaviour, (2) it is spatially sensitive, using
 a range of explanatory variables related to socio-demographic 
characteristics, population density, resource availability and 
accessibility, (3) it captures the value of the actual flow rather than 
the potential stock, and (4) it is generic and can therefore be 
up-scaled across non-surveyed areas. We illustrate the empirical 
application of this approach in an analysis of charcoal production in 
the Eastern Arc Mountains of Tanzania, using a dataset comprising over 
1100 observations from 45 villages. The total flow of charcoal benefits 
is estimated at USD 14 million per year, providing an important source 
of income to local households, and supplying around 11% of the charcoal 
used in Dar es Salaam and other major cities. We discuss the potential 
and limitations of up-scaling micro-level analysis for NTFP valuation.
Highlights
►
 We develop a spatially explicit modelling approach for NTFP production.
► This model is transferable in order to value NTFP production at a wide spatial scale.
► We analyse household charcoal production in the Eastern Arc Mountains of Tanzania.
► The annual benefits of charcoal production are estimated at USD 14 million per year.
► This model is transferable in order to value NTFP production at a wide spatial scale.
► We analyse household charcoal production in the Eastern Arc Mountains of Tanzania.
► The annual benefits of charcoal production are estimated at USD 14 million per year.
Fig. 1. Case study area.Notes:
 the NTFP villages are villages where the household level data on NTFP 
collection used in our analysis was collected. The delineation of the 
Eastern Arc Mountain blocks is based on Platts et al. (2011).
 The EAM blocks in Kenya were excluded from the analysis. The outer 
boundary reflects the river basin boundaries of rivers that originate in
 the EAM.
Fig. 2. Annual quantity of charcoal produced per household (30 kg bags per household per year).
- Fig. 4. Total annual value of charcoal produced (TSH ∗ 1000 per ha per year).
- by M. Schaafsmaa, , , S. Morse-Jonesa, P. Posena, R.D. Swetnamb, A. Balmfordb, I.J. Batemana, N.D. Burgessb, c, d, S.A.O. Chamshamae, B. Fishera, f, R.E. Greenb, g, A.S. Hepelwah, A. Hernández-Sirventi, G.C. Kajembee, K. Kulindwah, j, J.F. Lundk, L. Mbwambol, H. Meilbyk, Y.M. Ngagae, I. Theiladek, T. Treuek, V.G. Vyamanae and R.K. Turnera 
- a Centre for Social and Economic Research on the Global Environment, University of East Anglia, Norwich, UK
- b Conservation Science Group, Department of Zoology, University of Cambridge, UK
- c Conservation Science Program, World Wildlife Fund, Washington DC, USA
- d Centre for Macroecology, Evolution and Climate, Department of Biology, University of Copenhagen, Denmark
- e Sokoine University of Agriculture (SUA), Morogoro, Tanzania
- f Woodrow Wilson School of Public and International Affairs, Princeton University, USA
- g Conservation Science Department, RSPB, UK
- h University of Dar es Salaam, Dar es Salaam, Tanzania
- i School of Geography and the Environment, University of Oxford, UK
- j Department of International Environment and Development Studies, UMB, Norway
- k Forest & Landscape, University of Copenhagen, Denmark
- l Tanzania Forest Research Institute (TAFORI), Tanzania
- Ecological Economics via Elsevier Science Direct www.ScienceDirect.com
- Volume 80; August, 2012; Pages 48–62
- Keywords: Non-timber Forest Products; Ecosystem services valuation; Tanzania; Up-scaling




 
 
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