investment in agriculure
Transcript of investment in agriculure
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ReNdS iN AGRiCuL uRAL iNVeS meN
iN iNdiA
Submi ed by :-
ANKUR JAIN – 2274
PRINCE VERMA - 2261
TUSHAR - 2284
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Table of Contents
1. Acknowledgement
2. Abstract
3. Objective
4. Introduction
5. Review of Literature
6. Data and Methodology
7. Regression Results
8. CHOW test
9. Conclusion
10. Limitations
11. References
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ACKNOWLEDGEMENT
From the starting till the completion of this project, there are many people
without whose assistance all my efforts would have been fruitless. I, therefore,
acknowledge all who generously helped me by sharing their time, experience and
knowledge with me without which this project would have never been
accomplished.
I must express my gratitude to Mr.Rajkumar (Project guide) whose perceptive
guidance, constant encouragement, constructive criticism and affection were the
light of guidance during my tenure of my work .
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Abstract
In this project, we intend to study the trends in agricultural investment in india by using macro
level data in both private as well as public sector. Our study involves analysis of data from year
1970 to 2011 on the prices of year 2004-05. Though there are innumerable factors that influence
agricultural investment, but we will study the impact of savings and GDP on agricultural
investment. Though it is quite obvious that savings and GDP have a positive relationship with
agricultural investment, but our project analysis the extent of its impact as well as its variations
over the time .
Objective
The focus of our analysis is to study the variations in private sector as well as public sector
agricultural investment occurring over a time period of year 1970-2011, due to changes in
savings and GDP of India. We also intend to determine whether there is a structural change in
agricultural investment due to change in economic policies of 1991. We will also like to
ascertain the composition of agricultural investment between public sector and private sector andits changes in that time period
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Introduction
Agriculture, in most developing economies, is the core sector providing a livelihood to a
significant proportion of the population, especially in rural areas. Since this sector faces thelargest brunt of underemployment, unemployment and poverty, a growing agriculture and allied
sector is expected to contribute vastly to overall growth and poverty alleviation. Increasing the
productive capacity of agriculture through higher productivity has been an important goal in
developing countries. It has been suggested that due to limited scope for expansion of arable land
there is a need to increase yields to their technically highest levels through appropriate
investment in basic infrastructure, human development, and research and extension services.
This paper looks at trends in the agricultural Investment India over the period 1971-2011,
identifies factors that affect agricultural investment and analyses constraints that have affected
this sector. All-India level analyses highlight the role of public investment/ governmentexpenditure as well as private investment on agriculture as being the crucial determinant in
stepping up the rate of growth of agricultural production.
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Literature review
The author, S.MahendraDev, ascertained in his article that share of private investment in total
investment increased significantly over time from 50% in the early 1980’s to 80% in the decade
of 2000. It may be noted that 90% of the private is made by farmers for on farm production. For
his research he use the data released by CSO (central Statistical organization)
The estimates of CSO's public sector investment comprise mainly of investment in irrigation
projects. Some researchers feel that this is an underestimate and there is a need for widening the
definition of public investment by including investment in physical infrastructure (rural roads
and electrification), social infrastructure (education and agriculture research), subsidies in
agriculture, investment in anti-poverty programs, etc. because all of them are very important
factors and helps in stimulating and give a push to agriculture investment
The author , S.L Shetty (FEB 17-24 ,1990), in his research paper stated that over the decade
1960-61 to 1970-71, gross capital formation in Agriculture at 1980-1981 price rose at an annual
compound rate at 6.3% per annum(based on 3 yearly moving averages) and over the next decade
of 1970’s, it rose at the rate of 5.9% per annum. But during the subsequent seven year period up
to 1987-88 such real gross capital formation in agriculture experienced on absolute decline at
the rate of 2.6% per annum.
The author , A Ganesh Kumar(OCT,17,1992), in his Article “Falling Agriculture Investment
and its consequences concluded that:
1) Though only about 30% of cultivable land in the country is under irrigation, it has acquired a
crucial rate in determining the performance of Indian agriculture.
2) Since 1980-81, Agriculture Investment has shown a clear fall, both in level and also a
percentage of the total investment. It had fallen to Rs. 4,360 crore (about 11% of the total in
1986-87.
This fall in Agriculture Investment is affected in showing down the development of irrigation in
the country.
3) While Total Agricultural Investment has grown by 2.74 times between 1960-61 to 1980-81.
But Agriculture Investment fell in the 80’s both in levels and as a percentage of total investment
mainly due to fall in public investment and also because of slowing down of the development of
irrigation.
A fall in Public Investment in Agricultural sector reflects a bias in government policy in favor of
non – agricultural sector.
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While we are discussing about the Agricultural Investment, role of Fertilizers can’t be ruled out.
The author R Thamanajakshi(JUNE 28 ,1969), in his report ascertained that the Fertilizer
Corporation of India is the biggest producer of Chemical Fertilizer in the country. About 8
million of Fertilizers have already been produced in The Corporation operating factories, making
a substantial contribution towards role of self-sufficiency in food.
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Methodology
My research methodology requires gathering relevant data from the specified documents in orderto analyze the material and arrive at a more complete understanding of the impact of savings and
GDP on investment (GCF) in agriculture. I hope to shed light on the following questions through
my research
1. To what extent GDP and savings explains variations in investment (GCF) in agriculture.
2. If there is any structural break in agricultural investment or not in the period 1990-1991.
Study Area
The empirical analysis is conducted using saving ,gross domestic product (GDP) and
investment (GCF) data pertaining to the time period (1971 to 2011) The data series were
obtained from the Economic Survey published by the Ministry of Finance, Government of India
The nominal values in the time series were converted to real values (2004prices) using a GDP
deflator. The variables used in the study are total (total GCF), private (private sector GCF),
public(public sector GCF), saving(total saving of all sectors) and GDP(gross domestic product)
Nature of the data
The data used for regression analysis is secondary data. The data (both dependent and
independent variables) are taken at constant prices 2004-05.
Statistical Analysis and Tools
Data is analysed using SPSS version 16.0. P value below 0.05 is considered as statistically
significant. Ordinary Least Squares method of regression analysis is used. Tests that have been
undertaken to analyze the data are graphical analysis, t test, residual test and CHOW test.
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Data and Methods
Gross Fixed Capital Formation - It is a macroeconomic concept. It consists of resident
producer’s investments, deducting disposals in fixed assets during a given period. It also includes
certain additions to the value of non-produced assets realized by producers or institutional units.
Fixed assets are tangible or intangible assets produced as outputs from production processes that
are used repeatedly or continuously for more than one year
Gross Domestic Product - It is the sum total of factor incomes ( rent+ interest+ profit+
wages)generated within the domestic territory of a country, along with consumption of fixed
capital, during a year
Savings - Saving is income not spent, or deferred consumption. Methods of saving include putting money aside in a bank or pension plan.[1] Saving also includes reducing expenditures,
such as recurring costs..
Estimation tests used -
Multiple Regression Analysis - Multiple regression analysis is a powerful technique used for
predicting the unknown value of a variable from the known value of two or more variables- also
called the predictors.
Dependent and independent variables
By multiple regressions, we mean models with just one dependent and two or more independent
(exploratory) variables. The variable whose value is to be predicted is known as the dependent
variable and the ones whose known values are used for prediction are
known independent (exploratory) variables.
The multiple regression models
In general, the multiple regression equation of Y on X1, X2…, Xk is given by:
Y = b0 + b1 X1 + b2 X2 + …………………… + bk Xk
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Interpreting regression coefficients
Here b0 is the intercept and b1, b2, b3… bk are analogous to the slope in linear
regression equation and are also called regression coefficients. They can be interpreted the same
way as slope. Thus if bi = 2.5, it would indicates that Y will increase by 2.5 units if X i increased
by 1 unit.
Graphical Analysis - Before one pursues formal tests, it is advisable to plot the time series.
Such a plot gives an initial clue about the likely nature of the time series. It tells us whether there
is an upward or downward trend or whether there is seasonality in the data. Such an intuitive feel
is the starting point of more formal tests of stationary
The above diagram signifies that, though both the public as well as private sector agriculture
investment has increased significantly after 1991 economic policy changes, but the increase in
private investment is much higher than public investment.
F test- F-test is any statistical test in which the test statistic has an F-distribution under the null
hypothesis. It is most often used when comparing statistical models that have been fitted to a
data set, in order to identify the model that best fits the population from which the data were
0
50000
100000
150000
200000
250000
300000
350000
1 9 7 1 - 7 2
1 9 7 4 - 7 5
1 9 7 7 - 7 8
1 9 8 0 - 8 1
1 9 8 3 - 8 4
1 9 8 6 - 8 7
1 9 8 9 - 9 0
1 9 9 2 - 9 3
1 9 9 5 - 9 6
1 9 9 8 - 9 9
2 0 0 1 - 0 2
2 0 0 4 - 0 5
2 0 0 7 - 0 8
2 0 1 0 - 1 1
private
public
total
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sampled. Exact F-tests mainly arise when the models have been fitted to the data using least
squares
The formula for the one-way ANOVA F-test statistic is
F= ESS/(k-1)
RSS/(n-k)
Chow test -HOW TO TEST FOR STRUCTURAL BREAK
The CHOW test is a statistical and econometric test of whether the coefficients in two linear
regressions on different data sets are equal or not
Steps involved in the Chow Test are as follows:-
1) Run the regression using all observations, before and after the structural break,Collect the RSS i.e. Residual Sum of Squares (with constant parameters)
2) Run two separate regressions, one before, RSS (1) and one afterStructural break. The sum will produce the model not restricted.
3) Calculate the test statistic using the following
F = (RSSr – RSSnr) / k
RSSnr / (n1 + n2-2k)
Where: RSSr = Residual sum of squares on the model of all data.
RSSnr = Sum of Residual sum of squares of the models on the two subset of
data. K = Number of restrictions
4) The final stage of the Chow Test is to compare the test statistic with the criticalValue from the
F-tables.
5) The null hypothesis in this case is structural stability, if we reject the nullHypothesis; it means
we have a structural break in the data.6) We then need to decide how to overcome this break.
7) If there is evidence of a structural break, it may mean we need to split the dataInto 2 samples
and run separate regressions.
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REGRESSION EQUATION
1. We will regress capital formation in agriculture on saving and GDP of India pertaining
to -
i. Public sector
ii. Private sector
iii. Total
Regression results obtained are as follows –
GCF=α+β1gdp+β2savings
coeffecients value t-value P- value RSS F-value R²
total GCF α -1762.34 -1.044 0.303
β1 8.431 4.312 0
β2 3.537 3.686 0.001
α 620.988 2.033 0.049
public sec β1 0.311 0.88 0.385
β2 1.266 7.288 0
α -2383.42 -1.421 0.164
private β1 8.119 4.178 0
β2 2.271 2.382 0.022
2151000000 1.14E+03 0.984
2.18E+09 1.69E+03 0.989
7.13E+07 1.76E+03 0.99
The findings of our study can be concluded with reference to :-
1. Public sector investment
2. Private sector investment
3. Total investment
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Public sector
After regressing public sector investment (GCF) on savings and GDP.
The given equation is obtained:-
Public sector (gcf) =620.988+0.311GDP+1.266savings
R²=0.99
From the above equation we can conclude that both savings and GDP have positive relationship
with public sector i.e.
1. Intercept value suggests that when savings and GDP are zero then Public sector (GCF)
will be 620.998.
2. If GDP increases by 1 unit, public sector GCF increases by 0.311 units.
3. If savings increases by 1 unit, public sector GCF increases by 1.266 units.
4. The value of R² of 0.99 suggests that about 99% of the variations in public sector GCF
are explained by GDP and savings.
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Private sector
After regressing private sector investment (GCF) on savings and GDP,
The given equation is obtained:-
Private sector (GCF) =-2383.42+8.119GDP+2.271savings
R²=0.984
From the above equation we can conclude that both savings and GDP have positive relationship
with public sector i.e.
1. Intercept value suggests that when savings and GDP are zero then Private sector (GCF)
will be -2383.42
2. If GDP increases by 1 unit, private sector GCF increases by 8.119 units.
3. If savings increases by 1 unit, private sector GCF increases by 2.271 units.
4. The value of R² of 0.984 suggests that about 99% of the variations in private sector GCF
are explained by GDP and savings.
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Total Investment
After regressing public sector investment (GCF) on savings and GDP,
The given equation is obtained:-
Total investment = -1762.34+8.431GDP+3.537savings
R²=0.989
From the above equation we can conclude that both savings and GDP have positive relationship
with Total investment i.e.
1. Intercept value suggests that when savings and GDP are zero then Total investment will be -
1762.34.
2. If GDP increases by 1 unit, Total investment increases by 8.431 units.
3. If savings increases by 1 unit, Total investment increases by 3.537 units.
4. The value of R² of 0.989 suggests that about 99% of the variations in Total investment is
explains by GDP and savings.
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CHOW TEST
1) The given table ascertains the structural change observed in the year 1991 in private sector
capital formation:
private coeffecie value t-value p- value rss F-value R²
α -2383.417 -1.421 0.164
β1 8.119 4.178 0
β2 2.271 2.382 0.022
α1 40.981 0.998 0.332
β11 5.642 4.717 0
β21 0.215 0.151 0.881
α2 -13489.1 -2.402 0.028β12 14.589 3.713 0.002
β22 -0.519 -0.289 0.776
2nd period 1.69E+09 463.743 0.982
whole period 2151000000 1.14E+03 0.984
1st period 155821.035 846.056 0.99
RSSr =2151000000 N=40 k=3
RSSur=1688155821 n1=20 n2=20
F = (RSSr – RSSur) / k
RSSur / (n1 + n2-2k)
F=3.1072768
We can conclude that there is a structural break in 1991 at 5% level of significance. This
structural break is the effect of 1991 economic policy changes on private agricultural investment.
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2) The given table ascertains the structural change observed in the year 1991 in public sector
capital formation
public coeffecients value t-value p- value rss F-value R²
α 620.988 2.033 0.049
β1 0.311 0.88 0.385
β2 1.266 7.288 0
α1 4.499 0.116 0.909
β11 4.715 4.188 0.001
β21 -2.64 -1.979 0.064
α2 2878.653 2.928 0.009
β12 -1.008 -1.466 0.161
β22 1.8325 5.835 0
2nd period 5.18E+07 758.877 0.989
whole period 7.13E+07 1.76E+03 0.99
1st period 138057.2 178.48 0.955
RSSr =71300000 N=40 k=3
RSSur=51888057.19
n1=20 n2=20
F = (RSSr – RSSur) / k
RSSur / (n1 + n2-2k)
F=4.2443039
We can conclude that there is a structural break in 1991 at 1% level of significance. This
structural break is the effect of the 1991 economic policy changes in public agricultural
investment.
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3) The given table ascertains the structural change observed in the year 1991 in total capital
formation -
total GCF coeffecie value t-value p- value rss F-value R²α -1762.34 -1.044 0.303 2178000000 1686 0.989
β1 8.431 4.312 0
β2 3.537 3.686 0.001
α1 45.48 0.981 0.34
β11 10.375 7.67 0
β21 -2.246 -1.516 0.148
α2 -10609.8 -1.788 0.092
β12 13.581 3.272 0.004
β22 1.316 0.693 0.497
2nd period 1.88E+09 619.891 0.986
whole period
1st period 198647.535 1.36E+03 0.994
Rssr =2178000000 k=3
Rssur =1884198648 n=40 n1=20 n2=20
F = (RSSr – RSSur) / k RSSur / (n1 + n2-2k)
F =1.7677196
Here, we can conclude that there is no structural break in 1991,in total investment at 5% level of
significance. Therefore, it is evident that the effect of the structural break present in private as
well as public agriculture investment is nullified by each other.
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Conclusion
We can conclude that though both private and public sector GCF have direct relationship with
GDP, but GDP has a much stronger impact on private sector investment as compared to public
sector investment. Impact of savings is also higher in private sector investment as compared to
public sector investment. From CHOW test, we can conclude that there is a significant impact of
new economic policy of 1991 on agricultural investment which can be seen as a structural
change in private and public agricultural investment. But, there is no structural break in 1991,in
total investment at 5% level of significance. Therefore, it is evident that the effect of the
structural break present in private as well as public agriculture investment is nullified by each
other.
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Limitations
1) We have studied the impact of GDP and savings on agricultural investment. It would be
better if we would have also taken other factors into consideration such as employment in
agriculture, real interest rate on agricultural credit, irrigation facilities availability etc.
2) Our analysis is limited to linear regression form but it could be expanded to other
functional forms also.
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References
1) Data has been collected from CSO(central statistical organization) website
2) Damodar N Gujarati, 4th
edition, ‘Basic Econometrics’
3) ‘S.Mahendra Dev’, ‘A note on Trends in Public Investment in India’.
4) A. Ganesh Kumar, (OCT 17, 1992) “Falling Agriculture Investment and itsconsequences”.
5) R Thamarajakshi, (JUNE 28, 1969) ‘Intersectoral Terms of Trade and Marketed Surplus
of Agricultural Produce, 1951-52 to 1965-66’.
6) S.L. shetty, (FEB 17-24, 1990) ‘Investment in Agriculture: Brief Review of Recent
Trends’.