{"id":1669622,"date":"2022-08-22T11:00:11","date_gmt":"2022-08-22T18:00:11","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=1669622"},"modified":"2024-10-30T12:48:03","modified_gmt":"2024-10-30T19:48:03","slug":"explore-college-scorecard-data-to-make-informed-college-choices","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices","title":{"rendered":"Exploratory Data Analysis (EDA) on College Scorecard Data"},"author":299212,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341],"tags":[42641,30821,33371,23391,26521],"industry":[],"product":[36551],"class_list":["post-1669622","blog","type-blog","status-publish","format-standard","hentry","category-analytics","tag-arcgis-online","tag-charts","tag-map-viewer","tag-spatial-analytics","tag-visualization","product-arcgis-online"],"acf":{"short_description":"Explore US College Scorecard data to understand admission rate, test scores, cost of education and more using Map Viewer in ArcGIS Online","flexible_content":[{"acf_fc_layout":"content","content":"

I am working with the US College Scorecard dataset<\/a> provided by the United States Department of Education, showcasing college admission rates, test scores, cost of education, return on investment, etc., at colleges and universities across different regions. On this map, each point represents one College or University.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1688502,"id":1688502,"title":"map shot","filename":"map-shot.jpg","filesize":71660,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/map-shot","alt":"","author":"299212","description":"","caption":"","name":"map-shot","status":"inherit","uploaded_to":1669622,"date":"2022-08-17 22:40:32","modified":"2022-08-17 22:40:32","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1326,"height":896,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","medium-width":386,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","medium_large-width":768,"medium_large-height":519,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","large-width":1326,"large-height":896,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","1536x1536-width":1326,"1536x1536-height":896,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","2048x2048-width":1326,"2048x2048-height":896,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot-688x465.jpg","card_image-width":688,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/map-shot.jpg","wide_image-width":1326,"wide_image-height":896}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

By looking at the points on the map, we can understand the placement of colleges across the country but as such, it is difficult to see any immediate patterns. So, let’s explore this further by utilizing Charts.<\/p>\n"},{"acf_fc_layout":"content","content":"

The first thing we will do is create a histogram and see how the SAT score average is distributed (SAT_AVG). We will scroll down to see the statistics table, where we can see the mean, median, maximum, minimum,\u00a0 null value etc., for this variable.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1688512,"id":1688512,"title":"Histogram 1","filename":"ezgif.com-gif-maker-1-1.gif","filesize":1222665,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/ezgif-com-gif-maker-1-10","alt":"","author":"299212","description":"","caption":"","name":"ezgif-com-gif-maker-1-10","status":"inherit","uploaded_to":1669622,"date":"2022-08-17 22:54:26","modified":"2022-08-17 22:55:04","menu_order":0,"mime_type":"image\/gif","type":"image","subtype":"gif","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1-826x465.gif","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ezgif.com-gif-maker-1-1.gif","wide_image-width":1280,"wide_image-height":720}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Let us select the bin for the lowest SAT score average and we can see corresponding points are highlighted on the map.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692502,"id":1692502,"title":"Histogram_1","filename":"image-1.jpg","filesize":106703,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/image-1-12","alt":"","author":"299212","description":"","caption":"","name":"image-1-12","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:21:00","modified":"2022-08-22 19:21:18","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1490,"height":907,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","medium-width":429,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","medium_large-width":768,"medium_large-height":468,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","large-width":1490,"large-height":907,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","1536x1536-width":1490,"1536x1536-height":907,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","2048x2048-width":1490,"2048x2048-height":907,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1-764x465.jpg","card_image-width":764,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/image-1.jpg","wide_image-width":1490,"wide_image-height":907}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Let’s say we are interested in knowing if lower SAT scores have any influence on the cost of education (COST). We will change the number field from SAT score average to cost of education while keeping the selection.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692512,"id":1692512,"title":"histogram 2","filename":"histogram-2.jpg","filesize":104218,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/histogram-2-2","alt":"","author":"299212","description":"","caption":"","name":"histogram-2-2","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:23:20","modified":"2022-08-22 19:23:20","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1491,"height":910,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","medium-width":428,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","medium_large-width":768,"medium_large-height":469,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","large-width":1491,"large-height":910,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","1536x1536-width":1491,"1536x1536-height":910,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","2048x2048-width":1491,"2048x2048-height":910,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2-762x465.jpg","card_image-width":762,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/histogram-2.jpg","wide_image-width":1491,"wide_image-height":910}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Interestingly, the associated cost of the lowest SAT score average schools doesn\u2019t fall on the lower end of the spectrum. To explore this relationship further, let\u2019s use a scatter plot.<\/p>\n"},{"acf_fc_layout":"content","content":"

We will create a scatter plot between SAT average score (SAT_AVG) and cost of education (COST) and turn on the toggle for Show linear trend<\/em>.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692522,"id":1692522,"title":"scatter plot 1","filename":"scatter-plot-1.jpg","filesize":155330,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/scatter-plot-1","alt":"","author":"299212","description":"","caption":"","name":"scatter-plot-1","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:26:52","modified":"2022-08-22 19:26:52","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1490,"height":911,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","medium-width":427,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","medium_large-width":768,"medium_large-height":470,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","large-width":1490,"large-height":911,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","1536x1536-width":1490,"1536x1536-height":911,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","2048x2048-width":1490,"2048x2048-height":911,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1-761x465.jpg","card_image-width":761,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-1.jpg","wide_image-width":1490,"wide_image-height":911}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

We see that the correlation coefficient (R-squared) value is low and there is a slight positive relationship but it’s not strong; however, it does look like there are two clusters in this plot. We have a variable named TYPE in our dataset, which has information about the type of college: Private For-Profit, Public and Private Nonprofit . Let us see if applying symbology will help us understand these clusters better.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692532,"id":1692532,"title":"scatter plot 2","filename":"scatter-plot-2.jpg","filesize":166086,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/scatter-plot-2","alt":"","author":"299212","description":"","caption":"","name":"scatter-plot-2","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:31:23","modified":"2022-08-22 19:31:23","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1872,"height":910,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","medium-width":464,"medium-height":226,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","medium_large-width":768,"medium_large-height":373,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","large-width":1872,"large-height":910,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2-1536x747.jpg","1536x1536-width":1536,"1536x1536-height":747,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","2048x2048-width":1872,"2048x2048-height":910,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2-826x402.jpg","card_image-width":826,"card_image-height":402,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-2.jpg","wide_image-width":1872,"wide_image-height":910}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

By quickly clicking on Legend in dark pane, we can understand which color stands for which category (Red is for private for profit, Blue is for public and Green is for Private non-profit).<\/em> In the scatter plot, we can clearly see two distinct groups.\u00a0 The correlation coefficient value of the combined groups is 0.28.\u00a0 Let\u2019s see how it changes when we isolate one cluster. We will use Filters from light pane to show data by Private non-profit.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692542,"id":1692542,"title":"scatter plot 3","filename":"scatter-plot-3.jpg","filesize":117669,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/scatter-plot-3","alt":"","author":"299212","description":"","caption":"","name":"scatter-plot-3","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:35:06","modified":"2022-08-22 19:35:06","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1489,"height":911,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","medium-width":427,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","medium_large-width":768,"medium_large-height":470,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","large-width":1489,"large-height":911,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","1536x1536-width":1489,"1536x1536-height":911,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","2048x2048-width":1489,"2048x2048-height":911,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3-760x465.jpg","card_image-width":760,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-3.jpg","wide_image-width":1489,"wide_image-height":911}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

The new R-squared value is twice the amount i.e. 0.56. This shows how subgroups within a category can impact our analysis when they are plotted and grouped together. This effect is known as Simpson’s paradox<\/a>.<\/p>\n

By utilizing scatter plots, we can also look at the relationship between cost of education (COST) and earnings after graduation (EARNINGS). Remove the Filter before creating this new chart.<\/em><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692552,"id":1692552,"title":"scatter plot 4","filename":"scatter-plot-4.jpg","filesize":152296,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/scatter-plot-4","alt":"","author":"299212","description":"","caption":"","name":"scatter-plot-4","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:38:25","modified":"2022-08-22 19:38:25","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1488,"height":910,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","medium-width":427,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","medium_large-width":768,"medium_large-height":470,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","large-width":1488,"large-height":910,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","1536x1536-width":1488,"1536x1536-height":910,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","2048x2048-width":1488,"2048x2048-height":910,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4-760x465.jpg","card_image-width":760,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/scatter-plot-4.jpg","wide_image-width":1488,"wide_image-height":910}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

If we look at all the points in the right half of the plot, we can see that the high cost of education has a wide range of earnings. The R-squared value is also low. Thus, indicating that cost does not have a strong effect on earnings after graduation as per this dataset.<\/p>\n"},{"acf_fc_layout":"content","content":"

Exploring further, we can see whether across different regions of the country, the cost of education varies significantly or not. For a problem like this where we want to compare an amount across categories, we can utilize a bar chart. Let us create a bar chart with following configurations – Category: REGION, Aggregation: Median, Numeric field: COST. Let us sort the order by Y-axis descending<\/em> to increase the effectiveness of this chart.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692572,"id":1692572,"title":"bar chart 1","filename":"bar-chart-1.jpg","filesize":101223,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/bar-chart-1","alt":"","author":"299212","description":"","caption":"","name":"bar-chart-1","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:44:53","modified":"2022-08-22 19:44:53","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1487,"height":910,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","medium-width":426,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","medium_large-width":768,"medium_large-height":470,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","large-width":1487,"large-height":910,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","1536x1536-width":1487,"1536x1536-height":910,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","2048x2048-width":1487,"2048x2048-height":910,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1-760x465.jpg","card_image-width":760,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-1.jpg","wide_image-width":1487,"wide_image-height":910}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

Looking at the median of cost by region, we see that the chart doesn\u2019t show significant variation and expected cost of education in different regions of the county are comparable. We can select the Southwest region to see the lowest median cost region. This selection will highlight those institutions on the map.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1692592,"id":1692592,"title":"bar chart 2","filename":"bar-chart-2.jpg","filesize":108097,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\/bar-chart-2","alt":"","author":"299212","description":"","caption":"","name":"bar-chart-2","status":"inherit","uploaded_to":1669622,"date":"2022-08-22 19:47:04","modified":"2022-08-22 19:47:04","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1491,"height":911,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","medium-width":427,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","medium_large-width":768,"medium_large-height":469,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","large-width":1491,"large-height":911,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","1536x1536-width":1491,"1536x1536-height":911,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","2048x2048-width":1491,"2048x2048-height":911,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2-761x465.jpg","card_image-width":761,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/bar-chart-2.jpg","wide_image-width":1491,"wide_image-height":911}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

At this point, we have a good amount of insight from our data. Let’s save this web map using Save and Open<\/em> control in the dark pane.<\/p>\n"},{"acf_fc_layout":"content","content":"

To conclude, <\/strong>through this blog we were able to identify the best suited chart for various scenarios and create them using Map Viewer.To find out how to export a web map with charts from Map Viewer using ArcGIS Instant Apps<\/a>, check out this<\/a> blog<\/p>\n"}],"authors":[{"ID":299212,"user_firstname":"Belle","user_lastname":"Pandya","nickname":"Belle Pandya","user_nicename":"bpandya","display_name":"Belle Pandya","user_email":"bpandya@esri.com","user_url":"","user_registered":"2022-01-12 00:01:52","user_description":"Belle is a Product Engineer on ArcGIS Online team, with a primary focus on developing charting tools for Map Viewer. She is passionate about writing on topics related to data visualization, data analysis and descriptive statistics.","user_avatar":""}],"related_articles":[{"ID":1698722,"post_author":"299212","post_date":"2022-09-27 16:03:59","post_date_gmt":"2022-09-27 23:03:59","post_content":"","post_title":"Step by Step: Chart Viewer in ArcGIS Instant Apps","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"step-by-step-chart-viewer-in-arcgis-instant-apps","to_ping":"","pinged":"","post_modified":"2022-09-27 22:41:01","post_modified_gmt":"2022-09-28 05:41:01","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=1698722","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/pink_blog2_banner-1.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/08\/ban111-3.jpg"},"yoast_head":"\nExploratory Data Analysis (EDA) on College Scorecard Data<\/title>\n<meta name=\"description\" content=\"Explore US College Scorecard data to understand admission rate, test scores, cost of education and more using Map Viewer in ArcGIS Online\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/analytics\/explore-college-scorecard-data-to-make-informed-college-choices\" \/>\n<meta property=\"og:locale\" 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