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SMU Datafest 2018

map 1

map 2

map 3

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Prediction Total

e betaHat.refit1
1 dateFall17 9.84967525417161
2 dateWinter17 7.84956650348796
3 stateProvinceFL 7.14965478063942
4 stateProvinceON 15.1003737748641
5 stateProvinceTX 6.1477794055769
6 avgOverallCompanyRating 0.742258074946404
7 normTitleCategoryadmin 31.3451910784146
8 normTitleCategorycustomer 16.4924969004473
9 normTitleCategorymedinfo 25.2666984705881
10 normTitleCategorywarehouse 20.1901418039237
11 descriptionWordCount 0.015217705228584
12 estimatedSalary -1.36275916234217e-05
13 educationRequirementHigher education 16.1142416940598
14 educationRequirementMissing 13.2230052070652
15 educationRequirementNone 14.770090937046
16 jobAgeDays -0.216049817530599

Prediction Local

| i | e1 | betaHat.refit2 | |:------------:| 1 | dateFall17 | 2.09525549673057 |2|dateWinter17|1.47787430935626| |3|stateProvinceBC|3.29878143325021| |4|stateProvinceBE|4.79720926286705| |5|stateProvinceBY|-0.857408285502811| |6|stateProvinceFL|2.31080254817532| |7|stateProvinceHH|4.69326735926503| |8|stateProvinceMA|-1.89602036897598| |9|stateProvinceMB|25.4556263863429| |10|stateProvinceNC|1.83303416647243| |11|stateProvinceNE|3.50533859442475| |12|stateProvinceNJ|-2.3407756978141| |13|stateProvinceNV|7.05666330596521| |14|stateProvinceON|5.7179069544447| |15|stateProvinceSK|7.25101701899367| |16|stateProvinceTX|3.24206271780157| |17|avgOverallCompanyRating|0.112769018912848| |18|normTitleCategoryadmin|7.62436135700681| |19|normTitleCategorycustomer|4.90079468193625| |20|normTitleCategoryhr|3.16602251107238| |21|normTitleCategorymedinfo|5.69768319363022| |22|normTitleCategorymednurse|-1.18232882545287| |23|normTitleCategoryprotective|3.54211028666696| |24|normTitleCategoryretail|2.09360864961536| |25|normTitleCategorysanitation|2.66357065473951| |26|normTitleCategoryservice|1.79487970683359| |27|normTitleCategorytechsoftware|-1.4868501784923| |28|normTitleCategoryuncategorized|1.45726351274355| |29|normTitleCategorywarehouse|4.73530271073803| |30|descriptionWordCount|0.00191466391312712| |31|supervisingJobMissing|15665263115.3172| |32|licenseRequiredJobMissing|-15665263117.4762| |33|educationRequirementHigher education|2.27028572646214| |34|educationRequirementMissing|2.5236180871907| |35|educationRequirementNone|2.76893940564237| |36|jobAgeDays|-0.03282419747473|

Prediction Non-Local

e2 betaHat.refit3
1 dateFall17 7.38827343142632
2 dateWinter17 5.7801239570892
3 stateProvinceFL 4.84256129662424
4 stateProvinceGA 8.11311361833677
5 stateProvinceNC 5.96381207825999
6 stateProvinceNJ 6.24162522524961
7 stateProvinceNY 4.56835786887827
8 stateProvinceON 8.96897133679564
9 stateProvinceUNKNOWN 19.8992785051294
10 avgOverallCompanyRating 0.345701371897367
11 normTitleCategoryadmin 25.1879388639547
12 normTitleCategorycustomer 12.5527056882409
13 normTitleCategoryhr 14.1531207806454
14 normTitleCategorymedia 15.90380732806
15 normTitleCategorymedinfo 19.7617949236009
16 normTitleCategorymednurse -4.66841107007368
17 normTitleCategoryprotective 11.4672087834079
18 normTitleCategorysanitation 7.08546827312691
19 normTitleCategoryservice 6.09991611441511
20 normTitleCategoryuncategorized 3.74778590466994
21 normTitleCategorywarehouse 17.2141735643283
22 descriptionWordCount 0.0110724752514118
23 estimatedSalary -2.45225760220011e-06
24 supervisingJobMissing 572714937.514089
25 licenseRequiredJob1 1.67454729923602
26 licenseRequiredJobMissing -572714941.899548
27 educationRequirementHigher education 12.7199397469215
28 educationRequirementMissing 10.8744586360042
29 educationRequirementNone 10.9422454137873
30 jobAgeDays -0.193216502311093

|State.Province|Count of Postings|Total Clicks per Count|Local Clicks per Count|Non-Local Clicks per Count| |-------|--------|---------| |AB|7451|59.75560327|27.99785264|31.75775064| |MB|1462|50.74281806|30.92407661|19.81874145| |GU|83|46.51807229|1.65060241|44.86746988| |UNKNOWN|7643|45.80125605|5.314143661|21.58275546| |NL|511|43.39530333|11.01956947|32.37573386| |ON|30335|40.80435141|11.10766441|29.696687| |PR|495|40.34343434|2.248484848|38.09494949| |NS|1254|37.50877193|10.00956938|27.49920255| |GA|26962|35.28829464|6.498924412|28.78937022| |NU|46|35|1.804347826|33.19565217| |LA|7795|34.29660038|7.281077614|27.01552277| |NV|6623|33.97523781|12.88237959|21.09285822| |NC|26534|33.40514057|6.991369564|26.41377101| |FL|47924|32.94188715|7.486854186|25.45503297| |PE|156|32.64102564|8.538461538|24.1025641| |MS|4416|32.34148551|5.13111413|27.21037138| |BC|11402|32.33125767|8.918961586|23.41229609| |TX|67304|32.16985617|8.519969095|23.64988708| |SK|1969|31.89080752|12.8547486|19.03605891| |QC|2886|31.82536383|8.667359667|23.15800416| |VI|44|31.27272727|115.5454545|744.2954545| |AL|9195|31.17205003|6.522131593|24.64991843| |NY|45342|30.89241763|5.552115037|25.34030259| |NT|60|30.6|7.316666667|23.28333333| |CT|8996|30.55369053|3.882947977|26.67074255| |DC|5701|30.29994738|5.855639362|24.44430802| |NB|789|30.27376426|9.897338403|20.37642586| |TN|16607|29.85921599|6.557174685|23.30204131| |SC|12618|29.76684102|5.244412744|24.52242828| |NJ|22525|29.54468368|2.847147614|26.69753607| |MI|24095|28.85636024|4.671467109|24.18489313| |DE|2859|28.50821966|4.42532354|24.08289612| |AZ|17958|28.49259383|6.59639158|21.89620225| |IL|35327|28.39100405|5.993970617|22.39703343| |RI|2699|28.36050389|4.052241571|24.30826232| |MD|18105|28.30654515|4.070809169|24.23573598| |PA|36379|28.03031969|5.656147778|22.37417191| |OK|8126|27.93588481|6.763967512|21.1719173| |AR|5859|27.79160266|5.388462195|22.40314047| |VA|28070|27.71061632|0.002671892|0.046348415| |OH|32122|27.50659984|5.426125397|22.08047444| |CA|96659|27.44211093|4.918455602|22.52365532| |MO|15859|26.60432562|4.220631818|22.3836938| |KY|10082|26.54800635|6.416286451|20.1317199| |CO|19289|26.22878324|5.898854269|20.32992898| |ID|3340|25.90928144|5.383532934|20.5257485| |WV|3603|25.80766028|2.102414654|5.552039967| |UT|8038|25.57514307|17.28862901|79.48133864| |IN|19038|25.56135098|5.857810694|19.70354029| |HI|2570|25.56108949|5.282879377|20.27821012| |MA|24168|25.3245614|3.320051308|22.0045101| |NH|4553|25.14210411|3.466725236|21.67537887| |WA|20451|25.10781869|4.145322967|15.08801526| |KS|7713|24.93945287|5.937637754|19.00181512| |OR|10640|24.71400376|5.923308271|18.79069549| |MN|19149|24.68844326|4.406757533|20.28168573| |NE|5008|24.45886581|8.945886581|15.51297923| |YT|84|24.08333333|0.023809524|0.083333333| |WI|16713|23.53503261|0.94249985|4.62113325| |IA|8709|23.49500517|4.707429096|18.78757607| |AK|1550|23.36774194|5.258709677|18.10903226| |ME|3362|23.34295062|3.341760857|20.00118977| |NM|4698|23.09131545|6.201362282|16.88995317| |VT|1658|22.81845597|63.10253317|246.5958987| |WY|1226|22.49510604|0.312398042|1.337683524| |SD|2175|22.48275862|6.731494253|15.75126437| |SL|765|22.31764706|2.640522876|19.67712418| |ND|2036|22.25442043|6.580058939|15.67436149| |MT|2130|21.74225352|6.443661972|15.29859155| |RP|4498|21.02089818|2.357047577|18.6638506| |AS|5|20.8|2.2|18.6| |BE|11154|20.67993545|8.07495069|12.60498476| |MP|8|20.375|1.75|18.625| |HH|6172|20.37038237|7.901976669|12.4684057| |SN|6627|20.36683265|4.184246265|16.18258639| |NI|9303|20.31753198|2.443190369|17.87434161| |SH|3504|20.30736301|2.502853881|17.80450913| |MV|1814|20.27177508|3.05567806|17.21609702| |ST|2697|20.05487579|2.421950315|17.63292547| |NW|28464|19.82096684|3.583298201|16.23766863| |TH|2816|19.75071023|2.552201705|17.19850852| |BY|26345|19.54644145|2.226266844|17.32017461| |HE|11229|19.32968207|3.355240894|15.97444118| |BW|19409|19.22994487|2.911741975|16.3182029| |BB|2497|19.17701241|2.206247497|16.97076492| |HB|1521|18.96449704|5.441157133|13.52333991| |UM|1|9|29757|320302|