TABLE OF CONTENTS |
TABLE OF MODELS |
TABLE OF FIGURES |
INTRODUCTION |
1. ABOUT THIS BOOK |
2. SUPERFORECASTING |
STRATEGIC ANALYSIS |
3. INTRODUCTION |
4. ENVIRONMENTAL ANALYSIS (PEST) |
5. COMPETITIVE MAP |
6. BLUE OCEAN MODEL |
7. IMPORTANCE–PERFORMANCE MATRIX |
8. VMOST |
9. RESOURCE AUDIT |
10. BOSTON MATRIX |
11. PORTER’S FIVE FORCES |
12. PRODUCT LIFE CYCLE ANALYSIS |
13. DIVERSIFICATION MATRIX (G.E. MATRIX) |
14. INTERNATIONALIZATION MATRIX |
15. BUSINESS MODEL CANVAS |
16. SWOT ANALYSIS |
17. ANSOFF’S MATRIX |
PRICING AND DEMAND |
18. INTRODUCTION |
19. PRICE ELASTICITY OF DEMAND |
20. GABOR–GRANGER PRICING METHOD |
21. VAN WESTENDORP PRICE SENSITIVITY METER |
22. MONADIC PRICE TESTING |
23. CONJOINT ANALYSIS |
24. CHOICE-BASED CONJOINT ANALYSIS |
CUSTOMER ANALYTICS |
25. INTRODUCTION |
26. RFM MODEL |
27. CUSTOMER LIFETIME VALUE 1 |
28. CUSTOMER LIFETIME VALUE 2 |
29. NET PROMOTER SCORE® (NPS®) |
30. CUSTOMER VALUE MATRIX |
31. CUSTOMER PROBABILITY MODEL |
32. SURVIVAL ANALYSIS |
33. SCORING MODELS |
STATISTICAL ANALYSIS |
34. INTRODUCTION |
35. DESCRIPTIVE STATISTICS |
36. INTRODUCTION TO REGRESSIONS |
37. PEARSON CORRELATION |
38. LINEAR REGRESSION |
39. OTHER REGRESSIONS |
40. PATH ANALYSIS |
41. INTRODUCTION TO HYPOTHESIS TESTING |
42. BAYESIAN APPROACH TO HYPOTHESIS TESTING |
43. t-TEST |
44. TEST OF PROPORTIONS |
45. A/B TESTING |
46. ANOVA |
47. INTRODUCTION TO NON-PARAMETRIC MODELS |
48. CHI-SQUARE |
49. SPEARMAN’S RANK CORRELATION |
50. PHI CORRELATION |
51. MANN–WHITNEY U TEST |
52. WILCOXON SIGNED-RANK TEST |
53. KRUSKAL–WALLIS TEST |
54. FRIEDMAN TEST |
55. SCHEIRER–RAY–HARE TEST |
56. MCNEMAR TEST |
57. COCHRAN’S Q TEST |
58. INTRODUCTION TO CLASSIFICATION MODELS |
59. BINARY CLASSIFICATION |
60. LOGISTIC REGRESSION |
61. CLUSTER ANALYSIS |
62. PROFILE ANALYSIS |
63. PRINCIPAL COMPONENT ANALYSIS |
64. EXPLORATORY FACTOR ANALYSIS |
65. CONFIRMATORY FACTOR ANALYSIS |
FORECASTING |
66. INTRODUCTION |
67. S-CURVE LIFE CYCLE ANALYSIS |
68. MOVING AVERAGE |
69. EXPONENTIAL SMOOTHING |
70. TIME SERIES ANALYSIS |
71. PICKUP MODELS |
72. REGRESSIONS |
WHAT-IF ANALYSIS AND OPTIMIZATION MODELS |
73. INTRODUCTION |
74. SCENARIO ANALYSIS |
75. SIMPLE DECISION TREES |
76. GAME THEORY MODELS |
77. MONTE CARLO SIMULATIONS |
78. MARKOV CHAIN MODEL |
79. SALES FUNNEL ANALYSIS |
80. OPTIMIZATION |
BIBLIOGRAPHY |
Descriptive, Predictive, and Prescriptive Analytics Models with Ready-to-Use Excel Templates
by Alberto Scappini
Table of Contents
Subscribe to:
Posts (Atom)