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Presented By
Md. Sohel Rana
Business Administration Department
East West University
Topics:
HR Forecasting (Regression Analysis Method)
Contents:
Part – A:
Forecasting Overview
Part –B:
Regression Analysis
Part –C:
Wrapping up
Part – A:
Forecasting Overview
Part –B:
Regression Analysis
Part –C:
Wrapping up
What is Forecasting?
 Forecasting is the process of predicting the future event
based on historical data
 It is the underlying basis of all business decisions
 Production
 Personnel
 Inventory
 Facilities
 HR forecasting is the process of predicting about the
human resource requirement for a future event.
Methods of Forecasting
Trend Projection
Individual Judgment
Regression Analysis
Econometrics Model
Delphi Method
Nominal Group Technique
Simple Linear Regression Model
BxAy 
Regression analysis method determines the relationship between two
variables which is directly and precisely proportional and measures the
change of one variable in response to other.
Regression Equation for HR forecasting
y = Manpower requirements
x = Production output
A = Minimum requirement (?)
B = Regression co-efficient (?)
Variables
Constant
Part – A:
Forecasting Overview
Part –B:
Regression Analysis
Part –C:
Wrapping up
22
)(
))((
xNx
yxNxy
B
xByA






BxAy  A = ?
B = ?
x = Variable
Simple Linear Regression Model
Sl.
Jeans Production
in Thousand
(x)
Total Manpower
(y)
xy x²
1 20 200 4,000 400
2 35 320 11,200 1,225
3 45 400 18,000 2,025
4 60 510 30,600 3,600
5 70 550 38,500 4,900
N=5 Ʃx=230 Ʃy=1,980 Ʃxy=102,300 Ʃx²=12,150
Jeans Manufacturer’s Data - Production output
- Manpower
146.7
)46(512150
)396)(46(5102300
)(
))((
222









xNx
yxNxy
B
26.67)46(146.7396  xByA
N
y
y

N
x
x

46
5
230


396
5
1980


Simple Linear Regression Model
y =67.26 + 7.146x
0
100
200
300
400
500
600
0 20 40 60 80
Manpower
Jeans Production (Thousand Pcs)
Regression Analysis Graph
Workforce
Requirment
Linear (Workforce
Requirment)
A = Minimum requirement to run the plant.
B = (Regression co-efficient) Change of y in response to1 unit change of x.
So, if the production target of the industry is 80 thousand pcs of jeans, then the
forecasted manpower requirements
y = 67.26 + 7.146 (80)
= 639
A = 67.26
B = 7.146
x = 80
y = ?
Simple Linear Regression Model
BxAy 
In a nut shell..
HR forecasting prevent overstaffing, understaffing. It reduces HR cost, it
helps to efficiently and effectively use of HR. It helps to make macro
business decision.
Most importantly HR forecasting works as a safeguard against company’s
manpower investment.
It is not possible to forecast anything hundred percent correctly. As well
Regression Analysis also need some error consideration.
Finally, HR forecasting is not a superficial issue. It needs huge focus
because it won't take long to collapse if you make a significant mistake in
forecasting.
Any Question???
Mail me at
sohelranastore@gmail.com
Reference
• https://en.wikipedia.org/wiki/Regression_analysis
• http://www.law.uchicago.edu/files/files/20.Sykes_.Regression.pdf
• https://www.scribd.com/doc/60147864/Regression-Analysis-for-
Human-Resource-Demand-Forecasting
• http://www.pearsoncanada.ca/media/highered-showcase/multi-
product-showcase/showcase-websites-4q-
2012/0132604868_05_REV1.pdf
• http://www.whatishumanresource.com/hr-demand-forecasting

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Regression analysis in hr forcasting

  • 1. Presented By Md. Sohel Rana Business Administration Department East West University
  • 2. Topics: HR Forecasting (Regression Analysis Method) Contents: Part – A: Forecasting Overview Part –B: Regression Analysis Part –C: Wrapping up
  • 3. Part – A: Forecasting Overview Part –B: Regression Analysis Part –C: Wrapping up What is Forecasting?  Forecasting is the process of predicting the future event based on historical data  It is the underlying basis of all business decisions  Production  Personnel  Inventory  Facilities  HR forecasting is the process of predicting about the human resource requirement for a future event.
  • 4. Methods of Forecasting Trend Projection Individual Judgment Regression Analysis Econometrics Model Delphi Method Nominal Group Technique
  • 5. Simple Linear Regression Model BxAy  Regression analysis method determines the relationship between two variables which is directly and precisely proportional and measures the change of one variable in response to other. Regression Equation for HR forecasting y = Manpower requirements x = Production output A = Minimum requirement (?) B = Regression co-efficient (?) Variables Constant Part – A: Forecasting Overview Part –B: Regression Analysis Part –C: Wrapping up
  • 6. 22 )( ))(( xNx yxNxy B xByA       BxAy  A = ? B = ? x = Variable Simple Linear Regression Model
  • 7. Sl. Jeans Production in Thousand (x) Total Manpower (y) xy x² 1 20 200 4,000 400 2 35 320 11,200 1,225 3 45 400 18,000 2,025 4 60 510 30,600 3,600 5 70 550 38,500 4,900 N=5 Ʃx=230 Ʃy=1,980 Ʃxy=102,300 Ʃx²=12,150 Jeans Manufacturer’s Data - Production output - Manpower 146.7 )46(512150 )396)(46(5102300 )( ))(( 222          xNx yxNxy B 26.67)46(146.7396  xByA N y y  N x x  46 5 230   396 5 1980   Simple Linear Regression Model
  • 8. y =67.26 + 7.146x 0 100 200 300 400 500 600 0 20 40 60 80 Manpower Jeans Production (Thousand Pcs) Regression Analysis Graph Workforce Requirment Linear (Workforce Requirment) A = Minimum requirement to run the plant. B = (Regression co-efficient) Change of y in response to1 unit change of x. So, if the production target of the industry is 80 thousand pcs of jeans, then the forecasted manpower requirements y = 67.26 + 7.146 (80) = 639 A = 67.26 B = 7.146 x = 80 y = ? Simple Linear Regression Model BxAy 
  • 9. In a nut shell.. HR forecasting prevent overstaffing, understaffing. It reduces HR cost, it helps to efficiently and effectively use of HR. It helps to make macro business decision. Most importantly HR forecasting works as a safeguard against company’s manpower investment. It is not possible to forecast anything hundred percent correctly. As well Regression Analysis also need some error consideration. Finally, HR forecasting is not a superficial issue. It needs huge focus because it won't take long to collapse if you make a significant mistake in forecasting.
  • 10. Any Question??? Mail me at sohelranastore@gmail.com
  • 11. Reference • https://en.wikipedia.org/wiki/Regression_analysis • http://www.law.uchicago.edu/files/files/20.Sykes_.Regression.pdf • https://www.scribd.com/doc/60147864/Regression-Analysis-for- Human-Resource-Demand-Forecasting • http://www.pearsoncanada.ca/media/highered-showcase/multi- product-showcase/showcase-websites-4q- 2012/0132604868_05_REV1.pdf • http://www.whatishumanresource.com/hr-demand-forecasting