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An Analysis of Paradigm Shifts in Behavioral Patterns :
Before and After Graduation
Behavior
• An aggregate of the responses, reactions or movements made
by a person in any situation
Responses
Reactions
Movements
Stimuli Behavior
• Prone to changes
Graduation
Behavioral Change Model
Leadership Skills
Intellect
Social Skills
Undesirable Skills
Leadership Skills
Intellect
Social Skills
Undesirable Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
Leadership
Skills
Leadership Skills
Intellect
Social Skills
Undesirable Skills Source:Barker, R.
A. (2001). The
nature of
leadership.
Human Relations,
54, 469-494.
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
Leadership
Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
How clear are you on your aspirations, dreams
and values ?
Leadership
Skills
1 • Very Low
2 • Low
3 • Average
4 • High
5 • Very High
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
How dedicated are you in achieving your goal ?
Leadership
Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
Do you listen carefully to your people and
encourage them to express their opinions ?
Leadership
Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
How good are you in integrating the team to
improve team’s performance ?
Leadership
Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
Do you resolve conflict as it occurs, and
consider the best interests of all concerned ?
Leadership
Skills
Vision
Dedication
Listening Skills
Team Building
Conflict Handling
Motivation
Leadership
Skills
Do you motivate your team mates to do their
best on the job ?
Step 1 : Set Null and alternative hypotheses
H0 : μd = 0 (No change in leadership skills)
H1 : μd ≠ 0
Step 2 : Determine the appropriate statistical test
Step 3 : Set the level of significance
α = 0.05
1
;
)
( 2
1




 n
df
n
s
d
t
d


Step 4 : Set the decision rule
Value of α is 0.05 and the degrees of
freedom is 20. The tabular t value is t0.05,20 = ±2.086. The null
hypothesis will be rejected if the observed value of t is less
than - 2.086 or greater than + 2.086
Step 5 : Collect the sample data
Sample data: Leadership Skills
Step 6 : Analyze the data
Excel: Leadership Skills
Minitab: Leadership Skills
Step 7 : Arrive at a statistical conclusion and business
implication
The observed t-value -4.82 is less than the tabular
t-value -2.086. Hence Null hypothesis is rejected and
alternative hypothesis is accepted. It can be concluded that
there is a significant change in the leader skills of a student.
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
Leadership Skills
Intellect
Social Skills
Undesirable Skills
Source:
Neisser, U., Boodoo,
G., Bouchard, T.J.,
Jr., Bykin, A.W.,
Brody, N., Ceci, S.J.,
et al (1996).
Intelligence:
Knowns and
unknowns.
American
Psychologist, 51, 77-
101 .
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
How good is your verbal and numerical
reasoning ?
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
How adept are you at solving practical
problems of everyday life?
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
How well can you understand and express your
own emotions ?
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
How well can you regulate your own emotion ?
Cognitive Intelligence
Intellect
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
How well can you perceive and understand
others’ emotions ?
Cognitive Intelligence
Intelligence
Practical Intelligence
Expression
Regulation
Recognition
Emotional Intelligence
Step 1 : Set Null and alternative hypotheses
H0 : μd = 0 (No change in Intellect)
H1 : μd ≠ 0
Step 2 : Determine the appropriate statistical test
Step 3 : Set the level of significance
α = 0.05
1
;
)
( 2
1




 n
df
n
s
d
t
d


Step 4 : Set the decision rule
Value of α is 0.05 and the degrees of
freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null
hypothesis will be rejected if the observed value of t is less
than - 2.086 or greater than + 2.086
Step 5 : Collect the sample data
Sample data: Intellect
Step 6 : Analyze the data
Excel: Intellect
Minitab: Intellect
Step 7 : Arrive at a statistical conclusion and business
implication
The observed t-value -4.45 is less than the tabular t-value -
2.086. Hence Null hypothesis is rejected and alternative
hypothesis is accepted. It can be concluded that there is a
significant change in the intellect of a student.
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
Leadership Skills
Intelligence
Social Skills
Undesirable Sills
Source :
Witt, L.A., & Ferris, G. R.
(2003). Social Skill as
moderator of the
conscientiousness-
performace
relationship:
Convergent results
across four studies.
Journal of Applied
Psychology, 88, 809-
820.
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
How accurately can you perceive the traits ,
motives and intentions of others ?
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
How effectively can you induce positive
reactions in others ?
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
How skilled are you at changing others
attitudes and behavior in desired direction ?
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
How adaptable are you to varying social
situations ?
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
How proficient are you at understanding and
controlling emotional aspects of life ?
Perception
Impression
Persuasion
Adaptability
Awareness
Control
Social Skills
&
Step 1 : Set Null and alternative hypotheses
H0 : μd = 0 (No change in Social Skills)
H1 : μd ≠ 0
Step 2 : Determine the appropriate statistical test
Step 3 : Set the level of significance
α has been specified as 0.05
1
;
)
( 2
1




 n
df
n
s
d
t
d


Step 4 : Set the decision rule
Value of α is 0.05 and the degrees of
freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null
hypothesis will be rejected if the observed value of t is less
than - 2.086 or greater than + 2.086
Step 5 : Collect the sample data
Sample data: Social Skills
Step 6 : Analyze the data
Excel: Social Skills
Minitab:Social Skills
Step 7 : Arrive at a statistical conclusion and business
implication
The observed t-value -4.608 is less than the tabular
t-value -2.086. Hence Null hypothesis is rejected and
alternative hypothesis is accepted. It can be concluded that
there is a significant change in the social skills of a student.
Procrastination
Temper
Pessimism
Laziness
Leadership Skills
Intellect
Social Skills
Undesirable skills
Undesirable skills
Machiavellianism
Source :
Kelley, R. Mark., Young,
M., Denny, G., & Lewis,
C. (2005), Liars, Cheaters,
and Thieves: Correlates
of undesirable character
behaviors in adolescents.
American Alliance for
Health, Physcial
Education, Recreation
and Dance.
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
How often do you postpone work ?
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
How frequently do you lose your temper ?
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
How pessimistic are you ?
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
How lazyare you ?
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
How willing are you to manipulate others for
your benefit ?
Procrastination
Temper
Pessimism
Laziness
Undesirable skills
Machiavellianism
Step 1 : Set Null and alternative hypotheses
H0 : μd = 0 (No change in Undesirable Skills)
H1 : μd ≠ 0
Step 2 : Determine the appropriate statistical test
Step 3 : Set the level of significance
α = 0.05
1
;
)
( 2
1




 n
df
n
s
d
t
d


Step 4 : Set the decision rule
Value of α is 0.05 and the degrees of
freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null
hypothesis will be rejected if the observed value of t is less
than - 2.086 or greater than + 2.086
Step 5 : Collect the sample data
Sample data: Undesired Skills
Step 6 : Analyze the data
Excel: Undesired Skills
Minitab: Undesired Skills
Step 7 : Arrive at a statistical conclusion and business
implication
The observed t-value 1.834 lies in the range of t-
value ± 2.086. Hence Null hypothesis is accepted. It can be
concluded that there no significant change in the undesired
skills of a student.
Statistical Inference
• The Leadership skills, Intellect and social skills of students has
significant change after graduation. Graduation has added
value to these qualities.
• The Undesirable skills of students have not changed after
graduation
References
• Barker, R. A. (2001). The nature of leadership. Human Relations, 54, 469-494.
• Neisser, U., Boodoo, G., Bouchard, T.J., Jr., Bykin, A.W., Brody, N., Ceci, S.J., et al (1996).
Intelligence: Knowns and unknowns. American Psychologist, 51, 77-101 .
• Witt, L.A., & Ferris, G. R. (2003). Social Skill as moderator of the conscientiousness-
performace relationship: Convergent results across four studies. Journal of Applied
Psychology, 88, 809-820.
• Kelley, R. Mark., Young, M., Denny, G., & Lewis, C. (2005), Liars, Cheaters, and Thieves:
Correlates of undesirable character behaviors in adolescents. American Alliance for
Health, Physcial Education, Recreation and Dance.
• Greenberg J. (2011) Behavior in Organizations.
• Bajpai, N. (2012). Business Statistics.
Thank You

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Business Statistics (T-Test) : An analysis of paradigm shifts in behavioral patterns

  • 1. An Analysis of Paradigm Shifts in Behavioral Patterns : Before and After Graduation
  • 2. Behavior • An aggregate of the responses, reactions or movements made by a person in any situation Responses Reactions Movements Stimuli Behavior • Prone to changes
  • 3. Graduation Behavioral Change Model Leadership Skills Intellect Social Skills Undesirable Skills Leadership Skills Intellect Social Skills Undesirable Skills
  • 4. Vision Dedication Listening Skills Team Building Conflict Handling Motivation Leadership Skills Leadership Skills Intellect Social Skills Undesirable Skills Source:Barker, R. A. (2001). The nature of leadership. Human Relations, 54, 469-494.
  • 5. Vision Dedication Listening Skills Team Building Conflict Handling Motivation Leadership Skills
  • 6. Vision Dedication Listening Skills Team Building Conflict Handling Motivation How clear are you on your aspirations, dreams and values ? Leadership Skills 1 • Very Low 2 • Low 3 • Average 4 • High 5 • Very High
  • 7. Vision Dedication Listening Skills Team Building Conflict Handling Motivation How dedicated are you in achieving your goal ? Leadership Skills
  • 8. Vision Dedication Listening Skills Team Building Conflict Handling Motivation Do you listen carefully to your people and encourage them to express their opinions ? Leadership Skills
  • 9. Vision Dedication Listening Skills Team Building Conflict Handling Motivation How good are you in integrating the team to improve team’s performance ? Leadership Skills
  • 10. Vision Dedication Listening Skills Team Building Conflict Handling Motivation Do you resolve conflict as it occurs, and consider the best interests of all concerned ? Leadership Skills
  • 11. Vision Dedication Listening Skills Team Building Conflict Handling Motivation Leadership Skills Do you motivate your team mates to do their best on the job ?
  • 12. Step 1 : Set Null and alternative hypotheses H0 : μd = 0 (No change in leadership skills) H1 : μd ≠ 0 Step 2 : Determine the appropriate statistical test Step 3 : Set the level of significance α = 0.05 1 ; ) ( 2 1      n df n s d t d  
  • 13. Step 4 : Set the decision rule Value of α is 0.05 and the degrees of freedom is 20. The tabular t value is t0.05,20 = ±2.086. The null hypothesis will be rejected if the observed value of t is less than - 2.086 or greater than + 2.086 Step 5 : Collect the sample data Sample data: Leadership Skills Step 6 : Analyze the data Excel: Leadership Skills Minitab: Leadership Skills
  • 14. Step 7 : Arrive at a statistical conclusion and business implication The observed t-value -4.82 is less than the tabular t-value -2.086. Hence Null hypothesis is rejected and alternative hypothesis is accepted. It can be concluded that there is a significant change in the leader skills of a student.
  • 15. Cognitive Intelligence Intellect Practical Intelligence Expression Regulation Recognition Emotional Intelligence Leadership Skills Intellect Social Skills Undesirable Skills Source: Neisser, U., Boodoo, G., Bouchard, T.J., Jr., Bykin, A.W., Brody, N., Ceci, S.J., et al (1996). Intelligence: Knowns and unknowns. American Psychologist, 51, 77- 101 .
  • 17. How good is your verbal and numerical reasoning ? Cognitive Intelligence Intellect Practical Intelligence Expression Regulation Recognition Emotional Intelligence
  • 18. How adept are you at solving practical problems of everyday life? Cognitive Intelligence Intellect Practical Intelligence Expression Regulation Recognition Emotional Intelligence
  • 19. How well can you understand and express your own emotions ? Cognitive Intelligence Intellect Practical Intelligence Expression Regulation Recognition Emotional Intelligence
  • 20. How well can you regulate your own emotion ? Cognitive Intelligence Intellect Practical Intelligence Expression Regulation Recognition Emotional Intelligence
  • 21. How well can you perceive and understand others’ emotions ? Cognitive Intelligence Intelligence Practical Intelligence Expression Regulation Recognition Emotional Intelligence
  • 22. Step 1 : Set Null and alternative hypotheses H0 : μd = 0 (No change in Intellect) H1 : μd ≠ 0 Step 2 : Determine the appropriate statistical test Step 3 : Set the level of significance α = 0.05 1 ; ) ( 2 1      n df n s d t d  
  • 23. Step 4 : Set the decision rule Value of α is 0.05 and the degrees of freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null hypothesis will be rejected if the observed value of t is less than - 2.086 or greater than + 2.086 Step 5 : Collect the sample data Sample data: Intellect Step 6 : Analyze the data Excel: Intellect Minitab: Intellect
  • 24. Step 7 : Arrive at a statistical conclusion and business implication The observed t-value -4.45 is less than the tabular t-value - 2.086. Hence Null hypothesis is rejected and alternative hypothesis is accepted. It can be concluded that there is a significant change in the intellect of a student.
  • 25. Perception Impression Persuasion Adaptability Awareness Control Social Skills Leadership Skills Intelligence Social Skills Undesirable Sills Source : Witt, L.A., & Ferris, G. R. (2003). Social Skill as moderator of the conscientiousness- performace relationship: Convergent results across four studies. Journal of Applied Psychology, 88, 809- 820.
  • 27. How accurately can you perceive the traits , motives and intentions of others ? Perception Impression Persuasion Adaptability Awareness Control Social Skills
  • 28. How effectively can you induce positive reactions in others ? Perception Impression Persuasion Adaptability Awareness Control Social Skills
  • 29. How skilled are you at changing others attitudes and behavior in desired direction ? Perception Impression Persuasion Adaptability Awareness Control Social Skills
  • 30. How adaptable are you to varying social situations ? Perception Impression Persuasion Adaptability Awareness Control Social Skills
  • 31. How proficient are you at understanding and controlling emotional aspects of life ? Perception Impression Persuasion Adaptability Awareness Control Social Skills &
  • 32. Step 1 : Set Null and alternative hypotheses H0 : μd = 0 (No change in Social Skills) H1 : μd ≠ 0 Step 2 : Determine the appropriate statistical test Step 3 : Set the level of significance α has been specified as 0.05 1 ; ) ( 2 1      n df n s d t d  
  • 33. Step 4 : Set the decision rule Value of α is 0.05 and the degrees of freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null hypothesis will be rejected if the observed value of t is less than - 2.086 or greater than + 2.086 Step 5 : Collect the sample data Sample data: Social Skills Step 6 : Analyze the data Excel: Social Skills Minitab:Social Skills
  • 34. Step 7 : Arrive at a statistical conclusion and business implication The observed t-value -4.608 is less than the tabular t-value -2.086. Hence Null hypothesis is rejected and alternative hypothesis is accepted. It can be concluded that there is a significant change in the social skills of a student.
  • 35. Procrastination Temper Pessimism Laziness Leadership Skills Intellect Social Skills Undesirable skills Undesirable skills Machiavellianism Source : Kelley, R. Mark., Young, M., Denny, G., & Lewis, C. (2005), Liars, Cheaters, and Thieves: Correlates of undesirable character behaviors in adolescents. American Alliance for Health, Physcial Education, Recreation and Dance.
  • 37. How often do you postpone work ? Procrastination Temper Pessimism Laziness Undesirable skills Machiavellianism
  • 38. How frequently do you lose your temper ? Procrastination Temper Pessimism Laziness Undesirable skills Machiavellianism
  • 39. How pessimistic are you ? Procrastination Temper Pessimism Laziness Undesirable skills Machiavellianism
  • 40. How lazyare you ? Procrastination Temper Pessimism Laziness Undesirable skills Machiavellianism
  • 41. How willing are you to manipulate others for your benefit ? Procrastination Temper Pessimism Laziness Undesirable skills Machiavellianism
  • 42. Step 1 : Set Null and alternative hypotheses H0 : μd = 0 (No change in Undesirable Skills) H1 : μd ≠ 0 Step 2 : Determine the appropriate statistical test Step 3 : Set the level of significance α = 0.05 1 ; ) ( 2 1      n df n s d t d  
  • 43. Step 4 : Set the decision rule Value of α is 0.05 and the degrees of freedom is 20. The tabular t value is t0.05,20 = ± 2.086.The null hypothesis will be rejected if the observed value of t is less than - 2.086 or greater than + 2.086 Step 5 : Collect the sample data Sample data: Undesired Skills Step 6 : Analyze the data Excel: Undesired Skills Minitab: Undesired Skills
  • 44. Step 7 : Arrive at a statistical conclusion and business implication The observed t-value 1.834 lies in the range of t- value ± 2.086. Hence Null hypothesis is accepted. It can be concluded that there no significant change in the undesired skills of a student.
  • 45. Statistical Inference • The Leadership skills, Intellect and social skills of students has significant change after graduation. Graduation has added value to these qualities. • The Undesirable skills of students have not changed after graduation
  • 46. References • Barker, R. A. (2001). The nature of leadership. Human Relations, 54, 469-494. • Neisser, U., Boodoo, G., Bouchard, T.J., Jr., Bykin, A.W., Brody, N., Ceci, S.J., et al (1996). Intelligence: Knowns and unknowns. American Psychologist, 51, 77-101 . • Witt, L.A., & Ferris, G. R. (2003). Social Skill as moderator of the conscientiousness- performace relationship: Convergent results across four studies. Journal of Applied Psychology, 88, 809-820. • Kelley, R. Mark., Young, M., Denny, G., & Lewis, C. (2005), Liars, Cheaters, and Thieves: Correlates of undesirable character behaviors in adolescents. American Alliance for Health, Physcial Education, Recreation and Dance. • Greenberg J. (2011) Behavior in Organizations. • Bajpai, N. (2012). Business Statistics.