A Comparative Analysis of Business Machine Learning in Making Effective Financial Decisions Using Structural Equation Model (SEM)

Table 1

Demographic analysis.

Demographic variables	Features	Frequency	Percent
Gender category	Male	197	86.00
	Female	32	14.00
Age category	Less than 30 years	66	28.80
	31–40 years	70	30.60
	41–50 years	30	13.10
	Above 50 years	63	27.50
Type of family currently living	Joint family	119	52.00
	Nuclear family	110	48.00
Nature of industry	Banking companies	141	61.60
	Financial and nonbanking companies	88	38.40
Management cadre	Lower level management	62	27.10
	Middle level management	134	58.50
	Process head	33	14.40
Total experience	Less than 3 years of experience	60	26.20
	4–8 years	54	23.60
	8–12 years	32	14.00
	12–16 years	19	8.30
	Above 16 years	64	27.90