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Total Factor Productivity: Concept and Returns to Research Praduman kumar Professor, IARI

ICAR-IFPRI: TFP estimation and returns to research : P Kumar

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Page 1: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Total Factor Productivity:

Concept and Returns to

Research

Praduman kumar

Professor, IARI

Page 2: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

• Total Factor Productivity

• Q=f(X1, X2, …..Xn)

• Q=f(x1t1, x2t2, ….xntn)

• Q=f(x,T)

• TG = QG-XG

• TFP Index = Output Index/Input index

Page 3: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Approaches for TFP measurement

• The parametric approach

• The accounting approach

• Non-parametric approach

Page 4: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

The parametric approach

• Production function O =f(x,t)

• Cost function C=f(y,t)

• Partial differentiation with respect to time

gives technological change estimates

Page 5: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Production Function

• Estimate the production function for improved technology

• Estimate the production function for local technology

• Decompose the difference in yield between improved and local technology and its sources.

• Sources of change are:– Due to technology

– Due to change in inputs» Labour

» Feed

– Estimate benefits (value of input saved under improved over local technology)

Page 6: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Decomposition model

Y0

Y1

C

a

b

c

Fish input

Fish yield

X1X0

Y0 C = Yield gain due to improved

tech

C Y1 = Yield gain due to additional

inputs

Improved tech

Local

Tech

Page 7: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

0 0 0 0 0ln ln lnY DCP V

1 1 1 1 1ln ln lnY DCP V

1 1 11 0 0 1

0 0 0

ln ln ln lnY DCP

DCPY DCP

% in yield = % in yield due to improved strain +

% in yield due to additional inputs

Decomposition Model

Local strain

Improved strain

Page 8: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

The Accounting Approach

• Divisia-Tornqvist Index is used

• Construct input index

• Construct output index

• TFP index = output index/input index

Ref Christensen, 1975

Page 9: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

•Research,

• Extension,

• Education,

• Infrastructure,

• Health of natural

resources,.....

Area Growth

TFP Growth

Input Growth

• Land

• Labour

• Fertilizer

• Irrigation

• Machine

• Seed

.

.

.

.

Yield Growth

Yield-Area

Decomposition

Input-TFP

Decomposition

•Input Prices,

• Output Price,

• Technology,

• Institutions,

• Infrastructure.....

Page 10: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Data requirement for TFP

computation

• Quantity of output (commodity) produced

• Price of commodities

• Quantity of various inputs used

• Price of inputs

Page 11: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

)Q/Q( = TOI/TOI2/)R+R(

1jt-jtj1t-t

11jt-jt

Total Output Index (TOI)

Total Input Index (TOI)

/2)S+S(1

1-itit

)x/x( = TII / TII 1it-iti1t-t

Page 12: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Total Output Index

TOI (t) = TOI (1).TOI(2)………………TOI(t-1)

Total Input Index

TII (t) = TII (1).TII(2)………………TII(t-1).

Total Factor Productivity Index

TFPt = (TOIt / TIIt )

Page 13: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

METHOD OF TFP

COMPUTATION of

fisheries.XLS

Page 14: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

TFP EXAMPLE 1.xlsx

Page 15: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Trends in Rice TFP, All India

70

80

90

100

110

120

130

1971

1973

1975

1977

1979

1981

1983

1985

1987

1989

1991

1993

1995

1997

1999

Year

TF

P in

de

x

Page 16: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Growth in total factor productivity of rice in India 1975 to 2005

Growth of Growth of Total factorRegion inputs output productivity

growth

Eastern 1.20 1.98 0.78

Western 2.37 2.54 -0.75

Northern 2.39 3.82 1.37

Southern 1.62 2.68 1.12

India 2.05 2.72 0.67

Page 17: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Annual growth in TFP and real

cost of production:1975-05Crop TFP RCP

Rice 0.67 -1.01

Wheat 1.92 -2.28

Maize 1.39 -1.30

Jowar 0.63 -2.06

Bajra 1.04 -1.86

Barley 1.38 -2.07

Gram 0.16 -1.01

Arhar -0.69 -1.11

Moong 0.53 -0.90

Page 18: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Annual growth in TFP and real

cost of production:1975-05Crop TFP RCP

Soybean 0.71 -0.84

Groundnut 0.77 -1.11

Rapeseed & Mustard 0.79 -1.99

Sugarcane 0.41 -0.36

Cotton 1.41 -1.62

Jute 1.28 -1.73

Page 19: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Sources of TFP

• TFP =f( Research, Extension, Markets, Balance use of fertilizers, Sources of water, Rural Literacy, Climatic factors)

• EVMP® = Elasticity of research stock*(Value of output associated with TFP/Research stock)

• Generate benefit stream . Research benefit lag.

• Benefits will be 0.1EVMP, 0.2 EVMP,….

0.9EVMP, 0.8EVMP,……, 0.1EVMP

• Compute returns to research Investment

Page 20: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Impact

Assessment_Example.xlsx

Page 21: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Annual growth in TFP and real

cost of production:1975-05Crop EVMP IRR

Rice 2.02 29

Wheat 4.03 38

Maize 1.85 28

Jowar 4.28 39

Bajra 2.29 31

Gram 2.84 34

Groundnut 0.71 18

R&M 0.89 20

Cotton 4.15 39

Page 22: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

Contribution of research to

crop sector in India:2005-06Particulars Value

Contribution of research to selected 9 crops (in

crore Rs)

1552

Share of the selected crops under study in value of

output (%)

41.4

Research contribution to total crop sectors based

on selected crops (in crore Rs)

3748

Research investment in the year 2005-05 (in crore

Rs)

2814

Returns to research investment (%) 33.2

IRR to Research investment 1985-86 to 2006-07 46.0%

1990-91 to 2006-07 42.0%

Page 23: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

NCAP TFP POLICY PAPER 25

Page 24: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

TFP _KL_IGP paper.pdf

Page 25: ICAR-IFPRI: TFP estimation and returns to research : P Kumar

ejdr201536a.pdf