{"id":68991,"date":"2015-08-24T08:00:41","date_gmt":"2015-08-24T08:00:41","guid":{"rendered":"http:\/\/www.esri.com\/arcgis-blog\/products\/product\/uncategorized\/the-importance-of-where-how-spatial-analysis-leads-to-insight\/"},"modified":"2021-09-02T05:53:33","modified_gmt":"2021-09-02T12:53:33","slug":"the-importance-of-where-how-spatial-analysis-leads-to-insight","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/analytics\/analytics\/the-importance-of-where-how-spatial-analysis-leads-to-insight","title":{"rendered":"The Importance of Where: How spatial analysis leads to insight."},"author":5931,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,28211,22941],"tags":[27181,23551,37081,23391,25581,37091,27911],"industry":[],"product":[36561],"class_list":["post-68991","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-health","category-mapping","tag-health","tag-location-analytics","tag-risk-assessment","tag-spatial-analytics","tag-spatial-statistics","tag-the-arcgis-book","tag-tutorial","product-arcgis-pro"],"acf":{"short_description":"Ask questions, derive answers. Chapter 5 of The ArcGIS Book shows you how.\r\n\r\nAfter a brief introduction and a few examples, chapter 5 of T...","flexible_content":[{"acf_fc_layout":"content","content":"

Ask questions, derive answers. Chapter 5 of The ArcGIS Book shows you how.<\/em><\/strong><\/p>\n

After a brief introduction and a few examples, chapter 5 of The ArcGIS Book <\/em>quickly gets to the essentials of spatial problem solving. You will begin by learning about the importance of scale; style; attributes; and classification scheme when visualizing your data, and understand how your choices affect the information your map presents and the story it tells.<\/p>\n

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The scale of the map and the scale of the data affect the story your map will tell. In this example, Map A answers the question, What is the pattern of states (and electoral votes) won by each candidate? Map B, about voting by county, better answers the question, What is the distribution of Republican and Democratic voters in this election?<\/figcaption><\/figure>\n

You will next learn about methods to explore what your data can tell you, including descriptive statistics, queries, spatial relationships, and spatial patterns that reveal what is happening where.<\/p>\n

Modeling your data can help you quantify relationships and formally test hypotheses when the problems you are trying to solve go beyond visualizing and exploring data. This chapter will teach you about modeling processes, interpolating values, and modeling spatial interaction.<\/p>\n

The thought leader featured in this chapter is Dr. Linda Beale, a member of Esri\u2019s ArcGIS analysis and geoprocessing software development team. She is a geoanalyst and expert in spatial epidemiology\u2014the examination of disease and its geographic variations. As a Research Fellow in Health and GIS at the Imperial College London, she led the effort to publish The Environment and Health Atlas for England and Wales<\/em>.<\/p>\n

\u201cSpatial analysis<\/a> helps us meet the challenge of making complex data understandable,\u201d says Beale. When performing spatial analysis to develop hazard mapping and predictions for risk assessment, \u201cyou can use models to evaluate response strategies, and maps to illustrate preventative strategies and for risk communication and negotiation,\u201d she said.<\/p>\n

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This GIS app shows how GIS was used to model areas that cougars would be likely to traverse through the mountains and wildlands near Los Angeles. Wildlife conservation experts stress the need to identify safe corridors, including natural bridges, so the big cats in isolated populations can find each other.<\/figcaption><\/figure>\n

The Quickstart in chapter 5 provides resources to orient you with the spatial analysis tools available across the ArcGIS platform\u2014in ArcGIS Online, ArcMap, ArcGIS Pro, and the ArcGIS Spatial Analyst extension. You will also learn about the Going Places with Spatial Analysis<\/em> MOOC (Massive Open Online Course), which has been so well received that Esri is now holding it multiple times a year (Dr. Beale is the main author and presenter of this MOOC).<\/p>\n

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The idea of stacking layers containing different kinds of data and comparing them to each other based on where things are located is the foundational concept of spatial analysis. By combining layers using operators and displays, GIS enables you to work with these layers to explore questions and find answers.<\/figcaption><\/figure>\n

The Learn ArcGIS lesson takes you to Portland, Oregon to look for suitably zoned areas where young adults are known to live and where renting is common. You\u2019ll also look for areas that provide easy access to the city\u2019s light-rail system. The objective of this lesson is to help you build skills in the following areas:<\/p>\n