Results & Analysis

Descriptive Statistics.

1. BSE - 200 Companies.

Parameter
Mean
Median
Max
Min
Std Dev
Variance
Leverage
0.23
0.23
0.78
0
0.19
0.04
Size
7.51
7.5
12.71
-1.56
1.66
2.76
Profitability
0.12
0.1
0.88
0
0.11
0.1
Tangibility
0.36
0.35
0.94
0
0.22
0.05
RoA
0.94
0.77
7.5
0
0.77
0.59
R&D Expense Ratio
0.01
0
0.26
0
0.02
0
Mktg. Expense Ratio
0.03
0.02
0.29
0
0.04
0


2. MSME Sector Companies.

Parameter
Mean
Median
Max
Min
Std Dev
Variance
Leverage
0.51
0.13
153
0
4.09
16.53
Size
0.99
1.38
7.52
-4.61
2.03
4
Profitability
-0.03
0.01
13
-27.62
0.7
0.48
Tangibility
0.26
0.2
1
0
0.24
0.5
RoA
1.15
0.68
206.67
0
3.8
14.4
R&D Expense Ratio
0
0
1.94
0
.03
0
Mktg. Expense Ratio
.03
0
5
0
.13
.02

Regression Analysis.

1. BSE - 200 Companies

Parameter
Coefficients
Std. Error
t-stat
P-Value
Leverage
.22
.02
10.61
0
Size
0
0
1.21
0.22
Profitability
-.79
.04
-21.8
0
Tangibility
-.79
.04
-21.8
0
RoA
.39
.02
20.88
0
R&D Expense Ratio
-.12
.18
-.66
.51
Mktg. Expense Ratio
-.1
.02
-5.63
0


2. MSME Sector Companies

Parameter
Coefficients
Std. Error
t-stat
P-Value
Leverage
.4
.11
3.78
0
Size
-.28
.03
-10.78
0
Profitability
-1.68
.07
-23.84
0
Tangibility
-0.09
.22
-.39
.7
RoA
.39
.01
28.98
0
R&D Expense Ratio
-1.04
1.41
-0.74
.46
Mktg. Expense Ratio
-.2
.37
-.52
.6


3. Model Statistics

Statistic
BSE-200
MSME
Multiple R
.72
.64
R-square
.61
.52
Adjusted R-square
.61
.52
Standard Error
.13
3.68
Observations
1263
5622


4. Comparison of observed and theoretical standards of the effect of variables on leverage.

Theoretical Standards.

Independent Variable
Definition
Effect on Leverage
Tangibility
Net FA/Total Assets
Positive
Profitability
PBT/Total Assets
Negative
Size of the Firm
Log(Sales)
Positive
R&D Expense Ratio
R&D Expense/Sales
Positive
Mktg. Expense Ratio
Mktg. Expense/Sales
Negative

Observed Relationship

Independent Variable
BSE-200
MSME
Tangibility
Positive
Negative
RoA
Negative
Negative
Profitability
Positive
Negative
Size of the Firm
Negative
Positive
R&D Expense Ratio
Negative
Negative
Mktg. Expense Ratio
Positive
Negative


Analysis

The relationship of the debt to equity ratio with pre-defined factors was observed for each of the two categories was established as per the regression results. It was identified that the relationship of the Leverage ratio for BSE 200 companies was in accordance with the assumption made about the same whereas the leverage ratio for MSME companies across sectors followed a significantly different trend. Though factors like size of the firm, tangibility of the asset, return on assets, R&D expense ratio and marketing expense ratio had different relationship with leverage ratio for different sectors, profitability stood as one of the factors that always maintained a negative relationship with leverage ratio. Also from above we can conclude that in MSME Sector, size of the firm, profitability and marketing expense ratio always maintained a negative relationship with leverage ratio.








No comments:

Post a Comment