Term,Format ,Midterm ,Final F17,Campus,144,96 F17,Campus,186,104 F17,Campus,178,

ID: 3060919 • Letter: T

Question

Term,Format ,Midterm ,Final
F17,Campus,144,96
F17,Campus,186,104
F17,Campus,178,108
F17,Campus,147,111
F17,Campus,170,111
F17,Campus,143,113
F17,Campus,196,130
F17,Campus,211,131
F17,Campus,167,133
F17,Campus,154,134
F17,Campus,196,136
F17,Campus,174,137
F17,Campus,197.5,137
F17,Campus,128,138
F17,Campus,140,138
F17,Campus,192,139
F17,Campus,184,140
F17,Campus,192,144
F17,Campus,177,145
F17,Campus,147,146
F17,Campus,198,146
F17,Campus,161,147
F17,Campus,222,147
F17,Campus,185,148
F17,Campus,168.5,149
F17,Campus,205,150
F17,Campus,211,152
F17,Campus,188,153
F17,Campus,202,154
F17,Campus,159,155
F17,Campus,191,155
F17,Campus,206,155
F17,Campus,181,157
F17,Campus,197,157
F17,Campus,193,158
F17,Campus,200,158
F17,Campus,230,158
F17,Campus,163,159
F17,Campus,184,159
F17,Campus,186,159
F17,Campus,193,159
F17,Campus,175.5,160
F17,Campus,250,160
F17,Campus,221,162
F17,Campus,164,163
F17,Campus,171,163
F17,Campus,183,163
F17,Campus,189,163
F17,Campus,201,163
F17,Campus,107,165
F17,Campus,204,165
F17,Campus,224,165
F17,Campus,236,165
F17,Campus,213,166
F17,Campus,197,168
F17,Campus,202,168
F17,Campus,206,168
F17,Campus,216,168
F17,Campus,239.5,168
F17,Campus,203.5,169
F17,Campus,164,170
F17,Campus,184,170
F17,Campus,139,173
F17,Campus,224,173
F17,Campus,224,174
F17,Campus,205,175
F17,Campus,214,175
F17,Campus,245,175
F17,Campus,192,176
F17,Campus,238,176
F17,Campus,204,177
F17,Campus,216,178
F17,Campus,234,178
F17,Campus,179.5,180
F17,Campus,187,180
F17,Campus,197,180
F17,Campus,204,180
F17,Campus,207,180
F17,Campus,210,180
F17,Campus,227,180
F17,Campus,229.5,180
F17,Campus,153,181
F17,Campus,180,181
F17,Campus,201,181
F17,Campus,223,181
F17,Campus,223,181
F17,Campus,212,182
F17,Campus,189,183
F17,Campus,220,183
F17,Campus,248,183
F17,Campus,199,184
F17,Campus,201,184
F17,Campus,220,184
F17,Campus,221,184
F17,Campus,203,185
F17,Campus,220,185
F17,Campus,201,186
F17,Campus,225,186
F17,Campus,234,186
F17,Campus,194,187
F17,Campus,202,187
F17,Campus,234,187
F17,Campus,243,188
F17,Campus,234,189
F17,Campus,150,190
F17,Campus,212,190
F17,Campus,219.5,190
F17,Campus,226,190
F17,Campus,237,190
F17,Campus,218,191
F17,Campus,190,192
F17,Campus,230,193
F17,Campus,242,193
F17,Campus,224,194
F17,Campus,229,194
F17,Campus,201,195
F17,Campus,218,195
F17,Campus,258,195
F17,Campus,184,196
F17,Campus,225,196
F17,Campus,258,196
F17,Campus,162,197
F17,Campus,192,197
F17,Campus,230,197
F17,Campus,253,197
F17,Campus,218,198
F17,Campus,219,198
F17,Campus,164,199
F17,Campus,198,199
F17,Campus,212,199
F17,Campus,217,200
F17,Campus,218,200
F17,Campus,198,201
F17,Campus,247,201
F17,Campus,200,202
F17,Campus,208,202
F17,Campus,220,202
F17,Campus,225,202
F17,Campus,231,202
F17,Campus,246,202
F17,Campus,199,203
F17,Campus,257,203
F17,Campus,246,204
F17,Campus,206,205
F17,Campus,141.5,206
F17,Campus,211,206
F17,Campus,253,206
F17,Campus,179,207
F17,Campus,185,207
F17,Campus,195,207
F17,Campus,207,207
F17,Campus,248,208
F17,Campus,249,208
F17,Campus,200,209
F17,Campus,208,209
F17,Campus,217,209
F17,Campus,210,210
F17,Campus,245,210
F17,Campus,215,211
F17,Campus,246,211
F17,Campus,230,212
F17,Campus,236,212
F17,Campus,258,212
F17,Campus,241,214
F17,Campus,207,216
F17,Campus,248,216
F17,Campus,241,217
F17,Campus,241,217
F17,Campus,241,218
F17,Campus,250,218
F17,Campus,225,219
F17,Campus,243,219
F17,Campus,244,219
F17,Campus,234,220
F17,Campus,197,221
F17,Campus,226,221
F17,Campus,238,221
F17,Campus,222,222
F17,Campus,230,222
F17,Campus,235,223
F17,Campus,240.5,223
F17,Campus,171,223.5
F17,Campus,228,224
F17,Campus,242,224
F17,Campus,252,228
F17,Campus,227,231
F17,Campus,238,231
F17,Campus,217,236
F17,Campus,242,236
F17,Campus,240,237
F17,Campus,242,237
F17,Campus,239,238
F17,Campus,258,242
Sp17,Campus,136,104
Sp17,Campus,152,114
Sp17,Campus,170,114
Sp17,Campus,194,121
Sp17,Campus,173,125
Sp17,Campus,185,126
Sp17,Campus,97,140
Sp17,Campus,155,140
Sp17,Campus,181,140
Sp17,Campus,190,140
Sp17,Campus,122,141
Sp17,Campus,177,142
Sp17,Campus,147,143
Sp17,Campus,143,144
Sp17,Campus,164,144
Sp17,Campus,155,152
Sp17,Campus,126,154
Sp17,Campus,139,154
Sp17,Campus,170,154
Sp17,Campus,142,157
Sp17,Campus,167,157
Sp17,Campus,175,157
Sp17,Campus,113,158
Sp17,Campus,102,160
Sp17,Campus,129,160
Sp17,Campus,163,161
Sp17,Campus,176,161
Sp17,Campus,177,161
Sp17,Campus,168,162
Sp17,Campus,180,162
Sp17,Campus,183,163
Sp17,Campus,170,167
Sp17,Campus,169,168
Sp17,Campus,175,168
Sp17,Campus,111,170
Sp17,Campus,151,170
Sp17,Campus,203,170
Sp17,Campus,134,171
Sp17,Campus,138,171
Sp17,Campus,144,171
Sp17,Campus,146,171
Sp17,Campus,149,173
Sp17,Campus,182,173
Sp17,Campus,185,173
Sp17,Campus,199,173
Sp17,Campus,224,173
Sp17,Campus,139,174
Sp17,Campus,201,175
Sp17,Campus,220,176
Sp17,Campus,226,176
Sp17,Campus,227,176
Sp17,Campus,186,177
Sp17,Campus,147,179
Sp17,Campus,191,179
Sp17,Campus,194,179
Sp17,Campus,160,180
Sp17,Campus,164,180
Sp17,Campus,194,180
Sp17,Campus,202,180
Sp17,Campus,183,181
Sp17,Campus,166,182
Sp17,Campus,152,184
Sp17,Campus,202,184
Sp17,Campus,215,184
Sp17,Campus,217,184
Sp17,Campus,130,185
Sp17,Campus,200,185
Sp17,Campus,193,186
Sp17,Campus,210,186
Sp17,Campus,169,187
Sp17,Campus,187,187
Sp17,Campus,219,187
Sp17,Campus,203,187.5
Sp17,Campus,191,188
Sp17,Campus,218,188
Sp17,Campus,139,189
Sp17,Campus,152,189
Sp17,Campus,176,189
Sp17,Campus,218,189
Sp17,Campus,152,190
Sp17,Campus,170,190
Sp17,Campus,175,190
Sp17,Campus,178,190
Sp17,Campus,190,190
Sp17,Campus,210,191
Sp17,Campus,246,191
Sp17,Campus,161,192
Sp17,Campus,183,192
Sp17,Campus,210,192
Sp17,Campus,177,193
Sp17,Campus,198,193
Sp17,Campus,217,193
Sp17,Campus,192,194
Sp17,Campus,185,196
Sp17,Campus,139,197
Sp17,Campus,150,197
Sp17,Campus,159,197
Sp17,Campus,169,197
Sp17,Campus,190,197
Sp17,Campus,203,197
Sp17,Campus,128,198
Sp17,Campus,154,198
Sp17,Campus,189,198
Sp17,Campus,217,198
Sp17,Campus,224,198
Sp17,Campus,175,199
Sp17,Campus,179,199
Sp17,Campus,221,199
Sp17,Campus,185,200
Sp17,Campus,195,200
Sp17,Campus,196,200
Sp17,Campus,202,200
Sp17,Campus,224,200
Sp17,Campus,226,200
Sp17,Campus,174,201
Sp17,Campus,174,201
Sp17,Campus,185,201
Sp17,Campus,206,201
Sp17,Campus,213,201
Sp17,Campus,120,202
Sp17,Campus,143,202
Sp17,Campus,185,202
Sp17,Campus,142,203
Sp17,Campus,193,203
Sp17,Campus,175,204
Sp17,Campus,182,204
Sp17,Campus,208,204
Sp17,Campus,137,205
Sp17,Campus,158,205
Sp17,Campus,186,205
Sp17,Campus,189,205
Sp17,Campus,226,205
Sp17,Campus,212,206
Sp17,Campus,188,207
Sp17,Campus,200,207
Sp17,Campus,202,207
Sp17,Campus,198,208
Sp17,Campus,212,208
Sp17,Campus,213,208
Sp17,Campus,213,208
Sp17,Campus,226,208
Sp17,Campus,229,208
Sp17,Campus,230,208
Sp17,Campus,232,208
Sp17,Campus,248,208
Sp17,Campus,213,209
Sp17,Campus,235,209
Sp17,Campus,188,210
Sp17,Campus,208,210
Sp17,Campus,237,210
Sp17,Campus,179,211
Sp17,Campus,191,211
Sp17,Campus,197,211
Sp17,Campus,208,211
Sp17,Campus,221,211
Sp17,Campus,239,211
Sp17,Campus,180,212
Sp17,Campus,189,212
Sp17,Campus,200,212
Sp17,Campus,204,212
Sp17,Campus,228,212
Sp17,Campus,232,212
Sp17,Campus,189,213
Sp17,Campus,197,213
Sp17,Campus,198,213
Sp17,Campus,201,213
Sp17,Campus,207,213
Sp17,Campus,215,213
Sp17,Campus,216,213
Sp17,Campus,179,214
Sp17,Campus,179,214
Sp17,Campus,180,214
Sp17,Campus,197,214
Sp17,Campus,198,214
Sp17,Campus,202,214
Sp17,Campus,209,214
Sp17,Campus,242,214
Sp17,Campus,176,215
Sp17,Campus,199,215
Sp17,Campus,205,215
Sp17,Campus,168,216
Sp17,Campus,234,216
Sp17,Campus,157,217
Sp17,Campus,191,217
Sp17,Campus,234,217
Sp17,Campus,133,218
Sp17,Campus,202,218
Sp17,Campus,210,218
Sp17,Campus,214,218
Sp17,Campus,216,218
Sp17,Campus,229,218
Sp17,Campus,233,218
Sp17,Campus,178,219
Sp17,Campus,182,219
Sp17,Campus,206,219
Sp17,Campus,208,219
Sp17,Campus,234,219
Sp17,Campus,152,219.5
Sp17,Campus,184,220
Sp17,Campus,190,220
Sp17,Campus,192,220
Sp17,Campus,214,220
Sp17,Campus,215,220
Sp17,Campus,215,220
Sp17,Campus,223,220
Sp17,Campus,234,220
Sp17,Campus,242,220
Sp17,Campus,247,220
Sp17,Campus,172,221
Sp17,Campus,216,221
Sp17,Campus,225,221
Sp17,Campus,175,222
Sp17,Campus,187,222
Sp17,Campus,232,222
Sp17,Campus,242,222
Sp17,Campus,192,223
Sp17,Campus,202,223
Sp17,Campus,203,223
Sp17,Campus,214,223
Sp17,Campus,237,223
Sp17,Campus,195,224
Sp17,Campus,196,224
Sp17,Campus,219,224
Sp17,Campus,220,224
Sp17,Campus,240,224
Sp17,Campus,226,224.5
Sp17,Campus,188,225
Sp17,Campus,200,225
Sp17,Campus,236,225
Sp17,Campus,175,226
Sp17,Campus,180,226
Sp17,Campus,197,226
Sp17,Campus,198,226
Sp17,Campus,200,226
Sp17,Campus,208,226
Sp17,Campus,208,226
Sp17,Campus,209,226
Sp17,Campus,210,226
Sp17,Campus,217,226
Sp17,Campus,221,226
Sp17,Campus,229,226
Sp17,Campus,237,226
Sp17,Campus,258,226
Sp17,Campus,194,227
Sp17,Campus,199,227
Sp17,Campus,213,227
Sp17,Campus,216,227
Sp17,Campus,229,227
Sp17,Campus,190,228
Sp17,Campus,211,228
Sp17,Campus,242,228
Sp17,Campus,189,229
Sp17,Campus,215,229
Sp17,Campus,249,229
Sp17,Campus,258,229
Sp17,Campus,175,230
Sp17,Campus,230,230
Sp17,Campus,236,230
Sp17,Campus,202,231
Sp17,Campus,217,231
Sp17,Campus,224,231
Sp17,Campus,240,231
Sp17,Campus,157,232
Sp17,Campus,182,232
Sp17,Campus,189,232
Sp17,Campus,201,232
Sp17,Campus,205,232
Sp17,Campus,214,232
Sp17,Campus,215,232
Sp17,Campus,215,232
Sp17,Campus,223,232
Sp17,Campus,230,232
Sp17,Campus,230,232
Sp17,Campus,230,232
Sp17,Campus,234,232
Sp17,Campus,242,232
Sp17,Campus,242,232
Sp17,Campus,250,232
Sp17,Campus,223,233
Sp17,Campus,236,233
Sp17,Campus,244,234
Sp17,Campus,245,234
Sp17,Campus,194,235
Sp17,Campus,231,235
Sp17,Campus,239,235
Sp17,Campus,242,235
Sp17,Campus,183,236
Sp17,Campus,187,236
Sp17,Campus,223,236
Sp17,Campus,234,236
Sp17,Campus,240,236
Sp17,Campus,250,236
Sp17,Campus,165,237
Sp17,Campus,192,237
Sp17,Campus,210,237
Sp17,Campus,230,237
Sp17,Campus,234,237
Sp17,Campus,234,237
Sp17,Campus,194,238
Sp17,Campus,202,238
Sp17,Campus,215,238
Sp17,Campus,220,238
Sp17,Campus,222,238
Sp17,Campus,223,238
Sp17,Campus,218,239
Sp17,Campus,208,241
Sp17,Campus,221,242
Sp17,Campus,223,242
Sp17,Campus,240,242
Sp17,Campus,242,242
Sp17,Campus,218,243
Sp17,Campus,245,243
Sp17,Campus,180,244
Sp17,Campus,197,244
Sp17,Campus,205,244
Sp17,Campus,218,244
Sp17,Campus,231,244
Sp17,Campus,232,244
Sp17,Campus,239,244
Sp17,Campus,250,244
Sp17,Campus,258,244
Sp17,Campus,221,248
Sp17,Campus,250,250
Sp17,Campus,250,250
W17,Campus,96,98
W17,Campus,27.5,100
W17,Campus,97,119
W17,Campus,196.5,131
W17,Campus,108.5,138
W17,Campus,136,145
W17,Campus,116.5,147
W17,Campus,152,153
W17,Campus,169,153
W17,Campus,160,160
W17,Campus,189,161
W17,Campus,140,162
W17,Campus,183.5,166
W17,Campus,190,166
W17,Campus,204,167
W17,Campus,129.5,168
W17,Campus,130,168
W17,Campus,210,169
W17,Campus,108.5,170
W17,Campus,143,170
W17,Campus,150,170
W17,Campus,155.5,170
W17,Campus,207,170
W17,Campus,140.5,173
W17,Campus,161.5,173
W17,Campus,173,173
W17,Campus,177,173
W17,Campus,155,174
W17,Campus,160,174
W17,Campus,162.5,175
W17,Campus,187,175
W17,Campus,175,176
W17,Campus,196,178
W17,Campus,197,181
W17,Campus,175.5,182
W17,Campus,198.5,184
W17,Campus,181,185
W17,Campus,103.5,186
W17,Campus,176.5,186
W17,Campus,189,187
W17,Campus,165,188
W17,Campus,228,188
W17,Campus,184.5,189
W17,Campus,230,189
W17,Campus,129,190
W17,Campus,219.5,190
W17,Campus,229,190
W17,Campus,196,193
W17,Campus,192,194
W17,Campus,194.5,194
W17,Campus,195.5,194
W17,Campus,198,194
W17,Campus,207,194
W17,Campus,211,194
W17,Campus,144.5,197
W17,Campus,182,197
W17,Campus,195,197
W17,Campus,195.5,197
W17,Campus,213,197
W17,Campus,220,197
W17,Campus,189,198
W17,Campus,197.5,198
W17,Campus,133,200
W17,Campus,144,200
W17,Campus,168,200
W17,Campus,173.5,200
W17,Campus,219,200
W17,Campus,177,201
W17,Campus,167,202
W17,Campus,187,202
W17,Campus,189,202
W17,Campus,197,202
W17,Campus,213.5,202
W17,Campus,214,202
W17,Campus,222,202
W17,Campus,235,202
W17,Campus,224,203
W17,Campus,186.5,204
W17,Campus,177,205
W17,Campus,177,205
W17,Campus,179,205
W17,Campus,190,206
W17,Campus,194.5,206
W17,Campus,201,206
W17,Campus,208,207
W17,Campus,154,210
W17,Campus,173.5,210
W17,Campus,182.5,210
W17,Campus,184,210
W17,Campus,198,210
W17,Campus,205.5,210
W17,Campus,207.5,210
W17,Campus,235,210
W17,Campus,166,212
W17,Campus,209,213
W17,Campus,209,213
W17,Campus,229.5,213
W17,Campus,186,214
W17,Campus,189,214
W17,Campus,207.5,214
W17,Campus,216.5,214
W17,Campus,137,216
W17,Campus,173.5,216
W17,Campus,228,216
W17,Campus,234,216
W17,Campus,165,217
W17,Campus,139.5,218
W17,Campus,186,218
W17,Campus,200,218
W17,Campus,206,218
W17,Campus,207,218
W17,Campus,217,218
W17,Campus,218,218
W17,Campus,226,218
W17,Campus,236,218
W17,Campus,168.5,219
W17,Campus,222,220
W17,Campus,158,221
W17,Campus,212,221
W17,Campus,221,221
W17,Campus,218.5,222
W17,Campus,139,225
W17,Campus,226.5,225
W17,Campus,139,226
W17,Campus,169,226
W17,Campus,185,226
W17,Campus,185,226
W17,Campus,185,226
W17,Campus,196.5,226
W17,Campus,201,226
W17,Campus,205,226
W17,Campus,215,226
W17,Campus,218,226
W17,Campus,230,226
W17,Campus,226.5,227
W17,Campus,184,229
W17,Campus,250,229
W17,Campus,166.5,230
W17,Campus,219,230
W17,Campus,185,231
W17,Campus,99,232
W17,Campus,162,232
W17,Campus,215,232
W17,Campus,223,233
W17,Campus,229.5,233
W17,Campus,237.5,233
W17,Campus,204,234
W17,Campus,214.5,234
W17,Campus,225.5,234
W17,Campus,226,234
W17,Campus,227.5,234
W17,Campus,230,234
W17,Campus,241.5,235
W17,Campus,210.5,237
W17,Campus,248.5,237
W17,Campus,177,238
W17,Campus,232,238
W17,Campus,246,238
W17,Campus,200.5,240
W17,Campus,230,240
W17,Campus,198.5,241
W17,Campus,206,241
W17,Campus,186,242
W17,Campus,210,242
W17,Campus,217.5,242
W17,Campus,222,242
W17,Campus,227,242
W17,Campus,232.5,242
W17,Campus,249,242
W17,Campus,200,245
W17,Campus,224.5,248
W17,Campus,234,248
W17,Campus,239,248
W17,Campus,212.5,250
W17,Campus,229,250
W17,Campus,236,250
W17,Campus,242,250
W17,Campus,248,250
W17,Campus,249.5,250
F17,Online,144,102
F17,Online,156,105
F17,Online,238,105
F17,Online,197,122
F17,Online,173,129
F17,Online,204,135
F17,Online,204,135
F17,Online,142,136
F17,Online,180,141
F17,Online,177,145
F17,Online,180,148
F17,Online,186,150
F17,Online,202,151
F17,Online,206,151
F17,Online,155,152
F17,Online,181,159
F17,Online,213,162
F17,Online,217,163
F17,Online,211,167
F17,Online,203,168
F17,Online,223,168
F17,Online,164,171
F17,Online,244,171
F17,Online,179,174
F17,Online,202,174
F17,Online,195,175
F17,Online,226,175
F17,Online,229,176
F17,Online,189,177
F17,Online,247,179
F17,Online,149,180
F17,Online,222,182
F17,Online,153,183
F17,Online,220,185
F17,Online,229,187
F17,Online,205,188
F17,Online,197,191
F17,Online,242,191
F17,Online,242,191
F17,Online,233,192
F17,Online,233,193
F17,Online,194,194
F17,Online,188,198
F17,Online,200,202
F17,Online,187,203
F17,Online,222,203
F17,Online,242,204
F17,Online,246,205
F17,Online,228,208
F17,Online,228,208
F17,Online,244,209
F17,Online,237,210
F17,Online,236,213
F17,Online,189,217
F17,Online,210,226
F17,Online,255,226
F17,Online,242,229
F17,Online,251,232
F17,Online,249,233
F17,Online,234,238
Sp17,Online,153,124
Sp17,Online,121,125
Sp17,Online,151,131
Sp17,Online,141,133
Sp17,Online,127,134
Sp17,Online,127,135
Sp17,Online,133,136
Sp17,Online,96,137
Sp17,Online,87,141
Sp17,Online,136,144
Sp17,Online,164,147
Sp17,Online,152,151
Sp17,Online,201,152
Sp17,Online,144,154
Sp17,Online,213,156
Sp17,Online,191,157
Sp17,Online,224,158
Sp17,Online,139,164
Sp17,Online,179,166
Sp17,Online,174,172
Sp17,Online,184,173
Sp17,Online,186,177
Sp17,Online,146,178
Sp17,Online,197,180
Sp17,Online,202,184
Sp17,Online,170,188
Sp17,Online,172,188
Sp17,Online,138,190
Sp17,Online,176,191
Sp17,Online,152,194
Sp17,Online,161,194
Sp17,Online,168,195
Sp17,Online,189,195
Sp17,Online,211,195
Sp17,Online,198,196
Sp17,Online,202,197
Sp17,Online,175,198
Sp17,Online,230,199
Sp17,Online,191,200
Sp17,Online,153,201
Sp17,Online,175,201
Sp17,Online,195,205
Sp17,Online,186,212
Sp17,Online,226,216
Sp17,Online,178,219
Sp17,Online,221,220
Sp17,Online,227,220
Sp17,Online,231,220
Sp17,Online,205,223
Sp17,Online,214,223
Sp17,Online,258,226
Sp17,Online,228,229
Sp17,Online,240,229
Sp17,Online,240,233
Sp17,Online,240,236
Sp17,Online,234,238
Sp17,Online,242,238
Sp17,Online,232,240
Sp17,Online,258,243
Sp17,Online,255,244
Sp17,Online,242,249
W17,Online,203,125
W17,Online,221,126
W17,Online,137,128.5
W17,Online,153,133
W17,Online,184,140.5
W17,Online,144,142
W17,Online,179,147
W17,Online,142,153
W17,Online,179,160.5
W17,Online,140,164
W17,Online,157,172
W17,Online,192,176
W17,Online,236,181
W17,Online,202,182
W17,Online,196,186
W17,Online,221,186
W17,Online,239,189
W17,Online,230,190
W17,Online,146,192.5
W17,Online,216,194.5
W17,Online,239,194.5
W17,Online,195,195
W17,Online,215,197
W17,Online,172,204.5
W17,Online,192,206.5
W17,Online,204,207
W17,Online,230,207.5
W17,Online,169,208
W17,Online,230,216
W17,Online,250,216
W17,Online,239,220.5
W17,Online,250,222.5
W17,Online,226,229
W17,Online,250,229.5
W17,Online,242,234.5
W17,Online,234,242
W17,Online,250,25

ere is the "ST314ExamData18.csv" file:

»oooo T-Mobile LTE 2:49 PM 1 instructure-uploads.s3.amazonaws.com 5 of 6 Jager ©Winter 2018-intellectual property of Katie lager Part 4. (12 points) Prediction: A common goal in regression is to use the estimated model for prediction. Name (2 points) Using your model from part 2a, provide a final exam score prediction for students that carned a midterm cxam score of 190. Show work by hand! You may validate with code provided in R (2 points) Using R, calculate the 95% confidence interval for the predicted final exam scores for students with 190 midterm exam score. Interpret. (2 points) Calculate the 95% prediction interval for predicted final exam score a single student with 190 midterm exam score. Interpret. (2 points) Based on your midterm exam score, calculate your predicted final exam score based on the model. Give a point and interval estimate. Hint: Similar to part 4c (2 points) Do you think the predicted value is a reasonable score to assume for your final exam grade? Why or why not? Consider the data and the strength of the model. Consider other factors that might influence your grade a. b. c. d. c. f. (2 points) Suppose this term a student eaned 20 points on the midterm exam. Why would it be inappropriate to use this model to predict their final exam score? Be specific.

Explanation / Answer

SolutionA:

Rcode to get regression eq is

library(readxl)
ST314 <- read_excel("C:/Users/nadabalavenk/Downloads/ST314.xlsx")
head(ST314)
tail(ST314)
dim(ST314)
reg.lm <- lm(ST314$Final~ST314$Midterm)
summary(reg.lm)

output:

Call:

lm(formula = ST314$Final ~ ST314$Midterm)

Residuals:

Min 1Q Median 3Q Max

-196.249 -17.285 4.361 19.283 83.508

Coefficients:

Estimate Std. Error t value Pr(>|t|)

(Intercept) 100.79042 5.68327 17.73 <2e-16 ***

ST314$Midterm 0.48184 0.02812 17.14 <2e-16 ***

---

Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 27.75 on 852 degrees of freedom

(2 observations deleted due to missingness)

Multiple R-squared: 0.2563, Adjusted R-squared: 0.2555

F-statistic: 293.7 on 1 and 852 DF, p-value: < 2.2e-16

Regression eq is

Final=100.79042+0.48184(Midterm)

Given midterm is 190

substitute in Regression eq

Final=100.79042+0.48184*(190)

Final = 192.34

Final score=192(rounding to nearest integer)

Rocde to verify:

reg.lm (= lm(Final~Midterm)
summary(reg.lm)
newdata=data.frame(Midterm=190)
predict(reg.lm,newdata,interval="predict")

fit lwr upr
1 192.3393 137.8396 246.8389

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Term: Winter 2018 Complete this packet NEATLY in P ACC1820 MANAGERIAL ACCOUNTING

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Term,Format ,Midterm ,Final F17,Campus,144,96 F17,Campus,186,104 F17,Campus,178,

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