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  1. structure(list(Job_Stress = c(4L, 1L, 4L, 4L, 2L, 0L, 0L, 2L,
  2. 2L, 1L, 12L, 6L, 0L, 5L, 3L, 0L, 3L, 4L, 1L, 2L, 5L, 4L, 5L,
  3. 2L, 8L, 11L, 10L, 2L, 6L, 11L, 2L, 0L, 0L, 2L, 0L, 2L, 0L, 1L,
  4. 2L, 0L, 5L, 8L, 7L, 2L, 0L, 2L, 6L, 0L, 1L, 1L, 1L, 0L, 0L, 2L,
  5. 1L, 3L, 10L, 1L, 1L, 0L, 0L, 0L, 8L, 3L, 2L, 5L, 1L, 3L, 5L,
  6. 5L, 4L, 7L, 0L, 3L, 9L, 4L, 2L, 3L, 2L, 2L, 3L, 6L, 0L, 6L, 0L,
  7. 2L, 5L, 2L, 2L, 0L, 3L, 5L, 4L, 0L, 0L, 1L, 2L, 3L, 2L, 2L, 1L,
  8. 2L, 2L, 2L, 9L, 0L, 4L, 5L, 4L, 2L, 7L, 0L, 2L, 0L, 0L, 0L, 0L,
  9. 6L, 2L, 4L, 1L, 4L, 1L, 8L, 6L, 1L, 7L, 0L, 1L, 0L, 1L, 0L, 3L,
  10. 5L, 6L, 7L, 8L, 5L, 5L, 2L, 10L, 2L, 3L, 9L, 3L, 0L, 5L, 4L,
  11. 4L, 2L, 2L, 2L, 0L, 7L, 4L, 3L, 6L, 5L, 7L, 8L, 0L, 4L, 2L, 1L,
  12. 0L, 1L, 0L, 8L, 2L, 5L, 0L, 0L, 0L, 4L, 2L, 0L, 0L, 8L, 10L,
  13. 0L, 5L, 0L, 6L, 0L, 2L, 1L, 4L, 0L, 1L, 3L, 12L, 4L, 0L, 4L,
  14. 8L, 6L, 0L, 8L, 2L, 9L), Autonomymc = c(0.50593505039194, 2.1726017170586,
  15. -1.8273982829414, 1.33926838372527, 1.1726017170586, -0.160731616274729,
  16. 1.83926838372527, 1.6726017170586, -1.3273982829414, 1.1726017170586,
  17. -1.16073161627473, 1.1726017170586, 2.83926838372527, -1.16073161627473,
  18. -0.827398282941399, -3.16073161627473, 2.33926838372527, 1.6726017170586,
  19. -1.16073161627473, 1.83926838372527, -0.327398282941399, 0.172601717058601,
  20. -0.660731616274729, -0.327398282941399, -0.494064949608059, 1.83926838372527,
  21. 2.50593505039194, 0.672601717058601, 1.00593505039194, 0.172601717058601,
  22. 0.339268383725271, 1.6726017170586, -1.8273982829414, -0.994064949608059,
  23. 2.83926838372527, -1.16073161627473, -1.66073161627473, -1.49406494960806,
  24. 1.1726017170586, 1.6726017170586, 1.33926838372527, -0.660731616274729,
  25. -0.994064949608059, 1.1726017170586, -1.3273982829414, 1.6726017170586,
  26. -0.494064949608059, 0.839268383725271, -2.3273982829414, 1.83926838372527,
  27. -1.8273982829414, 0.839268383725271, 2.00593505039194, 1.00593505039194,
  28. 0.339268383725271, 1.83926838372527, -0.327398282941399, 1.50593505039194,
  29. 0.672601717058601, 1.83926838372527, 2.83926838372527, 2.6726017170586,
  30. -0.160731616274729, 0.00593505039194042, 1.83926838372527, 0.839268383725271,
  31. -0.660731616274729, -0.327398282941399, -1.3273982829414, 1.6726017170586,
  32. 0.839268383725271, 0.339268383725271, 2.00593505039194, 2.00593505039194,
  33. -0.494064949608059, -3.16073161627473, -0.494064949608059, 0.172601717058601,
  34. -1.8273982829414, 0.672601717058601, 1.83926838372527, 1.1726017170586,
  35. 1.83926838372527, 2.83926838372527, -1.66073161627473, 2.50593505039194,
  36. 0.339268383725271, -2.16073161627473, -0.160731616274729, -2.3273982829414,
  37. 1.50593505039194, 0.172601717058601, 1.1726017170586, 1.1726017170586,
  38. -1.3273982829414, 1.83926838372527, 0.00593505039194042, 1.50593505039194,
  39. 1.6726017170586, -0.827398282941399, -0.494064949608059, -0.160731616274729,
  40. -0.160731616274729, 1.50593505039194, 2.33926838372527, 0.00593505039194042,
  41. -0.827398282941399, 0.50593505039194, 0.839268383725271, 1.83926838372527,
  42. 0.839268383725271, 0.672601717058601, -2.99406494960806, 2.83926838372527,
  43. -0.994064949608059, 0.172601717058601, -0.994064949608059, 0.50593505039194,
  44. -2.49406494960806, 2.00593505039194, 2.83926838372527, 1.33926838372527,
  45. -0.827398282941399, 0.172601717058601, 0.339268383725271, -1.8273982829414,
  46. -0.994064949608059, 2.83926838372527, 1.33926838372527, -1.66073161627473,
  47. 1.33926838372527, 2.83926838372527, 0.00593505039194042, 1.6726017170586,
  48. 0.339268383725271, 2.83926838372527, -2.3273982829414, -0.327398282941399,
  49. 0.50593505039194, -0.994064949608059, 0.839268383725271, -0.660731616274729,
  50. 2.00593505039194, -1.16073161627473, 0.172601717058601, 2.00593505039194,
  51. 0.50593505039194, 0.339268383725271, -0.660731616274729, -0.994064949608059,
  52. 1.1726017170586, -1.99406494960806, 1.50593505039194, 1.6726017170586,
  53. 0.50593505039194, 2.1726017170586, 0.672601717058601, -0.660731616274729,
  54. 1.1726017170586, 1.1726017170586, -0.327398282941399, -0.660731616274729,
  55. -2.16073161627473, 0.839268383725271, 2.83926838372527, 1.6726017170586,
  56. 2.83926838372527, 1.50593505039194, 2.1726017170586, 0.672601717058601,
  57. 0.672601717058601, 0.50593505039194, -0.827398282941399, -0.660731616274729,
  58. 1.00593505039194, 0.672601717058601, 2.83926838372527, -0.160731616274729,
  59. -2.16073161627473, -1.49406494960806, -0.160731616274729, -1.8273982829414,
  60. -0.327398282941399, -0.660731616274729, -2.16073161627473, -1.16073161627473,
  61. 1.50593505039194, -1.66073161627473, 1.6726017170586, 1.50593505039194,
  62. 2.83926838372527, -1.16073161627473, 2.00593505039194, -1.16073161627473,
  63. -1.16073161627473, -1.8273982829414, -1.66073161627473, -2.8273982829414,
  64. 0.839268383725271, -2.66073161627473), Job_Is_Complex_Difficultmc = c(1.97693169092945,
  65. 1.97693169092945, 1.97693169092945, 1.97693169092945, 1.97693169092945,
  66. -1.02306830907055, -2.02306830907055, 1.97693169092945, -1.02306830907055,
  67. -0.023068309070549, 2.97693169092945, 1.97693169092945, 2.97693169092945,
  68. -1.02306830907055, 2.97693169092945, -3.02306830907055, 2.97693169092945,
  69. 1.97693169092945, 0.976931690929451, 0.976931690929451, -0.023068309070549,
  70. -0.023068309070549, -2.02306830907055, 0.976931690929451, 2.97693169092945,
  71. 1.97693169092945, 2.97693169092945, 0.976931690929451, 1.97693169092945,
  72. -1.02306830907055, -0.023068309070549, -2.02306830907055, -2.02306830907055,
  73. -2.02306830907055, -3.02306830907055, 0.976931690929451, -0.023068309070549,
  74. -3.02306830907055, -2.02306830907055, -3.02306830907055, 0.976931690929451,
  75. 1.97693169092945, 0.976931690929451, 0.976931690929451, -3.02306830907055,
  76. -1.02306830907055, 2.97693169092945, 2.97693169092945, -0.023068309070549,
  77. 1.97693169092945, -3.02306830907055, 1.97693169092945, -2.02306830907055,
  78. 0.976931690929451, -1.02306830907055, -0.023068309070549, 2.97693169092945,
  79. 1.97693169092945, -0.023068309070549, -0.023068309070549, -0.023068309070549,
  80. -0.023068309070549, 0.976931690929451, 1.97693169092945, 1.97693169092945,
  81. 0.976931690929451, 1.97693169092945, -2.02306830907055, -1.02306830907055,
  82. 1.97693169092945, 2.97693169092945, 2.97693169092945, -2.02306830907055,
  83. 1.97693169092945, 1.97693169092945, -1.02306830907055, -2.02306830907055,
  84. -1.02306830907055, 2.97693169092945, 1.97693169092945, 1.97693169092945,
  85. 1.97693169092945, 1.97693169092945, 0.976931690929451, 2.97693169092945,
  86. 1.97693169092945, 1.97693169092945, -0.023068309070549, 0.976931690929451,
  87. -3.02306830907055, 1.97693169092945, 0.976931690929451, -0.023068309070549,
  88. -3.02306830907055, 0.976931690929451, 0.976931690929451, -0.023068309070549,
  89. 0.976931690929451, 0.976931690929451, 0.976931690929451, -1.02306830907055,
  90. -0.023068309070549, -2.02306830907055, 0.976931690929451, 1.97693169092945,
  91. -3.02306830907055, -0.023068309070549, 1.97693169092945, -0.023068309070549,
  92. 1.97693169092945, -0.023068309070549, -3.02306830907055, -2.02306830907055,
  93. -3.02306830907055, -3.02306830907055, -3.02306830907055, -3.02306830907055,
  94. 1.97693169092945, -3.02306830907055, 1.97693169092945, 1.97693169092945,
  95. -0.023068309070549, 1.97693169092945, 1.97693169092945, -0.023068309070549,
  96. -2.02306830907055, -3.02306830907055, 1.97693169092945, -0.023068309070549,
  97. 1.97693169092945, -0.023068309070549, -3.02306830907055, 0.976931690929451,
  98. -1.02306830907055, -0.023068309070549, -0.023068309070549, -0.023068309070549,
  99. 1.97693169092945, 0.976931690929451, 0.976931690929451, 0.976931690929451,
  100. -1.02306830907055, 1.97693169092945, 0.976931690929451, 1.97693169092945,
  101. 1.97693169092945, 1.97693169092945, -2.02306830907055, -1.02306830907055,
  102. -2.02306830907055, 0.976931690929451, 1.97693169092945, -3.02306830907055,
  103. 2.97693169092945, 1.97693169092945, -0.023068309070549, -1.02306830907055,
  104. -0.023068309070549, 1.97693169092945, 2.97693169092945, -0.023068309070549,
  105. -0.023068309070549, 2.97693169092945, 1.97693169092945, -0.023068309070549,
  106. 1.97693169092945, -3.02306830907055, 0.976931690929451, -1.02306830907055,
  107. 2.97693169092945, -3.02306830907055, -1.02306830907055, 1.97693169092945,
  108. -0.023068309070549, 0.976931690929451, 0.976931690929451, 0.976931690929451,
  109. 0.976931690929451, -2.02306830907055, -3.02306830907055, 0.976931690929451,
  110. -3.02306830907055, 0.976931690929451, -1.02306830907055, -2.02306830907055,
  111. -2.02306830907055, 2.97693169092945, -3.02306830907055, -0.023068309070549,
  112. 1.97693169092945, 0.976931690929451, -0.023068309070549, 1.97693169092945,
  113. -1.02306830907055, -1.02306830907055, 0.976931690929451, -0.023068309070549,
  114. -3.02306830907055, -0.023068309070549, 2.97693169092945), Plasticitymc = c(-1.56800111982083,
  115. -0.984667786487492, 0.015332213512508, 0.431998880179169, 0.348665546845838,
  116. 1.34866554684584, 0.265332213512508, 1.09866554684584, -0.0680011198208312,
  117. 1.34866554684584, 0.598665546845838, 0.681998880179169, -1.40133445315416,
  118. -0.0680011198208312, 1.09866554684584, -0.318001119820831, 0.015332213512508,
  119. 0.848665546845838, 0.181998880179169, 1.26533221351251, -0.151334453154162,
  120. -0.568001119820832, -1.23466778648749, -0.651334453154162, 0.515332213512508,
  121. 2.09866554684584, 0.848665546845838, -0.318001119820831, -0.0680011198208312,
  122. -0.484667786487492, 0.515332213512508, 0.265332213512508, -0.234667786487492,
  123. 0.015332213512508, 0.681998880179169, 0.181998880179169, -1.23466778648749,
  124. -1.98466778648749, -0.818001119820832, 1.01533221351251, 1.01533221351251,
  125. 0.348665546845838, -0.0680011198208312, -0.0680011198208312,
  126. -0.0680011198208312, 1.09866554684584, -0.401334453154162, -0.401334453154162,
  127. -0.568001119820832, 0.015332213512508, -0.151334453154162, -0.484667786487492,
  128. -0.151334453154162, 0.765332213512508, 0.0986655468458384, 0.181998880179169,
  129. 1.26533221351251, -0.901334453154162, 0.598665546845838, -0.651334453154162,
  130. -0.484667786487492, 1.59866554684584, 1.43199888017917, -0.818001119820832,
  131. -0.318001119820831, 0.015332213512508, -0.484667786487492, -1.06800111982083,
  132. 0.348665546845838, 0.765332213512508, -0.401334453154162, -0.151334453154162,
  133. -0.818001119820832, 0.0986655468458384, -0.484667786487492, 0.0986655468458384,
  134. -0.318001119820831, -0.151334453154162, 1.09866554684584, -0.234667786487492,
  135. -0.484667786487492, -0.401334453154162, 0.848665546845838, 0.015332213512508,
  136. 0.181998880179169, 1.26533221351251, 0.0986655468458384, -0.234667786487492,
  137. -0.484667786487492, -0.568001119820832, -0.484667786487492, -0.984667786487492,
  138. -0.318001119820831, 1.51533221351251, 1.18199888017917, -0.151334453154162,
  139. 0.015332213512508, -0.651334453154162, 0.265332213512508, -0.318001119820831,
  140. -0.901334453154162, -0.734667786487492, 0.181998880179169, 0.765332213512508,
  141. 0.931998880179169, -1.48466778648749, 0.765332213512508, 0.681998880179169,
  142. -0.151334453154162, 0.681998880179169, -1.23466778648749, -0.734667786487492,
  143. -0.318001119820831, 0.015332213512508, 0.181998880179169, 0.681998880179169,
  144. -0.901334453154162, 0.515332213512508, -1.23466778648749, 1.26533221351251,
  145. -0.734667786487492, 0.515332213512508, 0.515332213512508, -0.401334453154162,
  146. 0.0986655468458384, -0.401334453154162, 1.09866554684584, -0.318001119820831,
  147. 0.265332213512508, -0.734667786487492, -0.734667786487492, -1.31800111982083,
  148. 0.431998880179169, -2.48466778648749, -1.15133445315416, 0.598665546845838,
  149. 0.015332213512508, 1.18199888017917, -0.401334453154162, 0.348665546845838,
  150. -0.234667786487492, -0.0680011198208312, 0.515332213512508, 0.015332213512508,
  151. 0.431998880179169, 2.09866554684584, 0.598665546845838, -0.984667786487492,
  152. -0.234667786487492, 0.431998880179169, -0.484667786487492, 0.265332213512508,
  153. 0.015332213512508, 1.18199888017917, 0.598665546845838, 0.348665546845838,
  154. 0.681998880179169, 0.515332213512508, -0.984667786487492, -0.401334453154162,
  155. 0.0986655468458384, -0.401334453154162, 1.01533221351251, 0.515332213512508,
  156. -0.901334453154162, 1.51533221351251, 0.931998880179169, 0.848665546845838,
  157. 0.598665546845838, 1.18199888017917, 0.515332213512508, -0.401334453154162,
  158. 0.598665546845838, 0.431998880179169, 0.015332213512508, -0.401334453154162,
  159. 0.681998880179169, 0.181998880179169, -0.484667786487492, -0.651334453154162,
  160. 0.0986655468458384, 0.0986655468458384, 0.0986655468458384, -0.818001119820832,
  161. 0.431998880179169, -0.901334453154162, 1.43199888017917, 0.015332213512508,
  162. 0.0986655468458384, 0.931998880179169, 0.681998880179169, 0.515332213512508,
  163. -0.318001119820831, 0.931998880179169, 0.181998880179169, -0.401334453154162,
  164. 0.015332213512508, -0.401334453154162, -2.06800111982083, 0.598665546845838
  165. )), row.names = c(NA, 200L), class = "data.frame")
  166.  
  167. #A look at the distribution.
  168. as.data.frame(table(df.stack$Job_Stress))
  169. hist(df.stack$Job_Stress)
  170.  
  171. #Standard linear model.
  172. lm.js <- lm(Job_Stress~
  173. Autonomymc+Plasticitymc+Job_Is_Complex_Difficultmc,
  174. data=df.stack)
  175. summary(lm.js)
  176. plot(lm.js)
  177.  
  178. #Poisson model.
  179. glm.js <- glm(Job_Stress~
  180. Autonomymc+Plasticitymc+Job_Is_Complex_Difficultmc,
  181. data=df.stack,
  182. family=poisson(link="log"))
  183. summary(glm.js)
  184. exp(glm.js$coefficients)
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