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Anatomy of an Econometric Modelling
1. Provide a statementof theory or hypothesis
Theory: The fundamental psychological law . . . is that men [women] are
disposed, as a rule and on average, to increase their consumption as their
income increases, but not as much as the increase in their income.
• marginal propensity to consume (MPC)
2. Specifying a Mathematicalmodel
Y = β1 + β2X 0 < β2 < 1
where Y = consumption expenditure and X = income, and where β1 and
β2, known as the parameters of the model, are, respectively, the intercept
and slope coefficients.
3. Specificationofthe Econometric Modelof Consumption
• The relationships between economic variables are generally inexact. In
addition to income, other variables affect consumption expenditure. For
example, size of family, ages of the members in the family, family
religion, etc., are likely to exert some influence on consumption.
• To allow for the inexact relationships between economic variables, is
modified as follows:
• Y = β1 + β2X + u
• where u, known as the disturbance, or error, term, is a random
(stochastic) variable that has well-defined probabilistic properties. The
disturbance term u maywell represent all those factors that affect
consumption but are not taken into account explicitly.
4. Obtaining Data
• To obtain the numerical values of β1 and β2, we need data. Look at Table
I.1, which relate to the personal consumption expenditure (PCE) and the
gross domestic product (GDP). The data are in “real” terms.
The data are plotted in Figure below:
5. Estimation of the Econometric Model
• Regression analysis is the main tool used to obtain the estimates. Using
this technique and the data given in Table I.1, we obtain the following
estimates of β1 and β2, namely, −184.08and 0.7064. Thus, the estimated
consumption function is:
• Yˆ = −184.08 + 0.7064Xi (I.3.3)
• The estimated regression line is shown in Figure I.3. The regression line
fits the data quite well. The slope coefficient (i.e., the MPC) was about
0.70, an increase in real income of 1 dollar led, on average, to an
increase of about70 cents in real consumption.
6. Hypothesis Testing
• That is to find out whether the estimates obtained in, are in accord with
the expectations of the theory thatis being tested. Keynes expected the
MPC to be positive but less than 1. In our example we found the MPC to
be about 0.70. But before we acceptthis finding as confirmation of
Keynesian consumption theory, we must enquire whether this estimate is
sufficiently below unity. In other words, is 0.70 statistically less than 1?
If it is, it may support Keynes’ theory.
• Such confirmation or refutation of economic theories on the basis of
sample evidence is based on a branch of statistical theory known as
statistical inference (hypothesis testing).
7. Forecasting orPrediction
• To illustrate, supposewe want to predict the mean consumption
expenditure for 1997. The GDP value for 1997 was 7269.8 billion dollars
consumption would be:
Yˆ1997 = −184.0779 + 0.7064 (7269.8) = 4951.3
• The actualvalue of the consumption expenditure reported in 1997 was
4913.5 billion dollars. The estimated model (I.3.3) thus over-predicted
the actual consumption expenditure by about 37.82 billion dollars. We
could say the forecast error is about 37.8 billion dollars, which is about
0.76 percent of the actual GDP value for 1997.
• Now supposethe government decides to proposea reduction in the
income tax. What will be the effect of such a policy on income and
thereby on consumption expenditure and ultimately on employment?
• Supposethat, as a result of the proposed policy change, investment
expenditure increases. What will be the effect on the economy? As
macroeconomic theory shows, the change in income following, a dollar’s
worth of change in investment expenditure is given by the income
multiplier M, which is defined as:
• M = 1/(1 − MPC) (I.3.5)
• The multiplier is about M = 3.33. Thatis, an increase (decrease) of a
dollar in investment will eventually lead to more than a threefold increase
(decrease) in income; note that it takes time for the multiplier to work.
• The critical value in this computation is MPC. Thus, a quantitative
estimate of MPC provides valuableinformation for policy purposes.
Knowing MPC, one can predict the future course of income, consumption
expenditure, and employment following a change in the government’s
fiscal policies.
8. Use of the Model for Control or Policy Purposes
• Supposewe have the estimated consumption function given in. Suppose
further the government believes that consumer expenditure of about 4900
will keep the unemploymentrate at its current level of about4.2%. What
level of income will guarantee the target amount of consumption
expenditure?
• If the regression results given in seem reasonable, simple arithmetic will
show that:
• 4900 = −184.0779 + 0.7064X (I.3.6)
• which gives X = 7197, approximately. Thatis, an income level of about
7197 (billion) dollars, given an MPC of about 0.70, will producean
expenditure of about 4900 billion dollars. As these calculations suggest,
an estimated model may be used for control, or policy, purposes. By
appropriate fiscal and monetary policy mix, the government can
manipulate the control variable X to produce the desired level of the
target variable Y.
Jai
Dewan
BBA-B

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Anatomy of an econometric modelling (1)

  • 1. Anatomy of an Econometric Modelling 1. Provide a statementof theory or hypothesis Theory: The fundamental psychological law . . . is that men [women] are disposed, as a rule and on average, to increase their consumption as their income increases, but not as much as the increase in their income. • marginal propensity to consume (MPC) 2. Specifying a Mathematicalmodel Y = β1 + β2X 0 < β2 < 1 where Y = consumption expenditure and X = income, and where β1 and β2, known as the parameters of the model, are, respectively, the intercept and slope coefficients. 3. Specificationofthe Econometric Modelof Consumption • The relationships between economic variables are generally inexact. In addition to income, other variables affect consumption expenditure. For example, size of family, ages of the members in the family, family religion, etc., are likely to exert some influence on consumption. • To allow for the inexact relationships between economic variables, is modified as follows: • Y = β1 + β2X + u
  • 2. • where u, known as the disturbance, or error, term, is a random (stochastic) variable that has well-defined probabilistic properties. The disturbance term u maywell represent all those factors that affect consumption but are not taken into account explicitly. 4. Obtaining Data • To obtain the numerical values of β1 and β2, we need data. Look at Table I.1, which relate to the personal consumption expenditure (PCE) and the gross domestic product (GDP). The data are in “real” terms. The data are plotted in Figure below:
  • 3. 5. Estimation of the Econometric Model • Regression analysis is the main tool used to obtain the estimates. Using this technique and the data given in Table I.1, we obtain the following estimates of β1 and β2, namely, −184.08and 0.7064. Thus, the estimated consumption function is: • Yˆ = −184.08 + 0.7064Xi (I.3.3) • The estimated regression line is shown in Figure I.3. The regression line fits the data quite well. The slope coefficient (i.e., the MPC) was about 0.70, an increase in real income of 1 dollar led, on average, to an increase of about70 cents in real consumption. 6. Hypothesis Testing • That is to find out whether the estimates obtained in, are in accord with the expectations of the theory thatis being tested. Keynes expected the MPC to be positive but less than 1. In our example we found the MPC to be about 0.70. But before we acceptthis finding as confirmation of Keynesian consumption theory, we must enquire whether this estimate is sufficiently below unity. In other words, is 0.70 statistically less than 1? If it is, it may support Keynes’ theory.
  • 4. • Such confirmation or refutation of economic theories on the basis of sample evidence is based on a branch of statistical theory known as statistical inference (hypothesis testing). 7. Forecasting orPrediction • To illustrate, supposewe want to predict the mean consumption expenditure for 1997. The GDP value for 1997 was 7269.8 billion dollars consumption would be: Yˆ1997 = −184.0779 + 0.7064 (7269.8) = 4951.3 • The actualvalue of the consumption expenditure reported in 1997 was 4913.5 billion dollars. The estimated model (I.3.3) thus over-predicted the actual consumption expenditure by about 37.82 billion dollars. We could say the forecast error is about 37.8 billion dollars, which is about 0.76 percent of the actual GDP value for 1997. • Now supposethe government decides to proposea reduction in the income tax. What will be the effect of such a policy on income and thereby on consumption expenditure and ultimately on employment? • Supposethat, as a result of the proposed policy change, investment expenditure increases. What will be the effect on the economy? As macroeconomic theory shows, the change in income following, a dollar’s worth of change in investment expenditure is given by the income multiplier M, which is defined as: • M = 1/(1 − MPC) (I.3.5) • The multiplier is about M = 3.33. Thatis, an increase (decrease) of a dollar in investment will eventually lead to more than a threefold increase (decrease) in income; note that it takes time for the multiplier to work. • The critical value in this computation is MPC. Thus, a quantitative estimate of MPC provides valuableinformation for policy purposes. Knowing MPC, one can predict the future course of income, consumption expenditure, and employment following a change in the government’s fiscal policies. 8. Use of the Model for Control or Policy Purposes • Supposewe have the estimated consumption function given in. Suppose further the government believes that consumer expenditure of about 4900 will keep the unemploymentrate at its current level of about4.2%. What level of income will guarantee the target amount of consumption expenditure? • If the regression results given in seem reasonable, simple arithmetic will show that:
  • 5. • 4900 = −184.0779 + 0.7064X (I.3.6) • which gives X = 7197, approximately. Thatis, an income level of about 7197 (billion) dollars, given an MPC of about 0.70, will producean expenditure of about 4900 billion dollars. As these calculations suggest, an estimated model may be used for control, or policy, purposes. By appropriate fiscal and monetary policy mix, the government can manipulate the control variable X to produce the desired level of the target variable Y.