{"id":768,"date":"2021-08-05T14:28:03","date_gmt":"2021-08-05T14:28:03","guid":{"rendered":"https:\/\/crp.trb.org\/uat\/acrp0358\/?page_id=768"},"modified":"2022-08-04T15:15:46","modified_gmt":"2022-08-04T15:15:46","slug":"measuring-changes-in-regions-economy-and-its-economic-strength","status":"publish","type":"page","link":"https:\/\/crp.trb.org\/acrpwebresource12\/measuring-air-service-and-regional-economic-activity\/measuring-changes-in-regions-economy-and-its-economic-strength\/","title":{"rendered":"Measuring Changes in a Region&#8217;s Economy and Its Economic Strength"},"content":{"rendered":"\n<div class=\"wp-block-cover is-light\" style=\"min-height:150px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-pale-cyan-blue-background-color has-background-dim-0 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"200\" class=\"wp-block-cover__image-background wp-image-911\" alt=\"\" src=\"https:\/\/crp.trb.org\/uat\/acrp0358\/wp-content\/uploads\/sites\/33\/2021\/08\/Minneapolis-skyline.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Minneapolis-skyline.jpg 1200w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Minneapolis-skyline-300x50.jpg 300w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Minneapolis-skyline-1024x171.jpg 1024w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Minneapolis-skyline-768x128.jpg 768w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h1 class=\"has-text-align-center wp-block-heading\"><\/h1>\n<\/div><\/div>\n\n\n\n<h1 class=\"wp-block-heading\">Measuring Changes in a Region&#8217;s Economy and Its Economic Strength<\/h1>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading\" id=\"defining\">Defining the Region<\/h2>\n\n\n\n<p>Regional economies are generally based on a core resident population of some size that conducts economic and social activities. The U.S. federal government (and its statistical agencies like the Bureau of the Census or Bureau of Labor Statistics) use standardized definitions for political-economic regions. Socioeconomic data are collected and reported for these defined statistical areas, although the scope and detail of data vary across each type of statistical area.<\/p>\n\n\n\n<p>Airport staff commonly think about the region served by an airport in terms of its catchment area. However, a region\u2019s economy likely does not correspond with that catchment area, and governments do not measure or count data in a way that corresponds exactly with a catchment area.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-background is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\" style=\"background-color:#f8f8f8\">\n<div class=\"wp-block-column box-padding is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\"><strong>Metropolitan Statistical Areas (MSAs)<\/strong><\/h3>\n\n\n\n<p id=\"ftnref1\">One type of statistical area that is commonly used in regional analyses is the MSA. These are U.S. regions containing at least one urbanized area with a&nbsp;<a href=\"https:\/\/www.census.gov\/programs-surveys\/metro-micro\/about.html\">minimum population of 50,000<\/a>.&nbsp;Depending on the particular circumstances of a regional economy, the MSA may be an appropriate representation of regional economic activity relevant to an airport. In other cases, the airport may not serve any MSAs or may serve a larger economic region, such as multiple MSAs or multiple cities.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column box-padding is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\"><strong>Combined Statistical Areas (CSAs)<\/strong><\/h3>\n\n\n\n<p>Airports serving a larger geographic region may be more appropriately linked to CSAs, which are larger regions that have social and economic ties and complement MSAs. Examples of CSAs include not just the mega-urban centers of the Northeast like greater Boston (the CSA incorporates Worcester and Providence) or greater New York City (which stretches from Connecticut to Pennsylvania), but also other multi-airport regions like Phoenix-Mesa and Norfolk-Virginia Beach. In many areas, socioeconomic data at the CSA level provide a better linkage between the airports and the regions they serve.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p><strong>IMPORTANT NOTE<\/strong>: Economic data at the regional or sub-state level (as opposed to state or national data) can provide insight that is more directly linked or relevant to an airport\u2019s catchment area. However, regional economies are not the same as an airport\u2019s catchment area, and they do not always entirely overlap one another. For instance, an airport\u2019s catchment area may span multiple regional economies or, conversely, it may only partially serve one regional economy.<\/p>\n\n\n\n<p>Similarly, economic data based on conventional statistical area datasets may not fully capture airport-centered economies because they don\u2019t necessarily match well with the geography of airport-driven economic activity (especially if the airport and related economic activity are located in more suburban or rural areas). In these cases, it may be worthwhile for analysts to consider geographic information system (GIS) software and geodatabase applications that can allow them to assess economic data based on user-defined geographic areas (such as the complete catchment area of the airport).<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading\">What Are the Basic Measures?<\/h2>\n\n\n\n<p>Certain measures are fundamental in defining an economy and, in turn, are important for understanding any industry\u2019s role in that economy. At heart, these basic measures refer to the residents that make up the local community and, therefore, conduct economic activities. These measures include the following:<\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7680\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Economic Output (or Economic Activity)<\/h4><div id=\"ac-7680\" class=\"c-accordion__content\">\n<p>Economic output is the dollar value of the production of new goods and services including intermediate goods and services. It is a much broader measure of the economy than gross domestic product (GDP). Gross output can also be measured as the sum of an industry&#8217;s value-added (similar to GDP) and intermediate inputs.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7681\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Employee Earnings<\/h4><div id=\"ac-7681\" class=\"c-accordion__content\">\n<p>Employee earnings are the wages, salaries, and benefits earned by employees associated with the activity that is being examined.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7682\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Employment<\/h4><div id=\"ac-7682\" class=\"c-accordion__content\">\n<p>Employment is the number of jobs or employees (or some other measure of labor such as full-time equivalent) associated with the activity that is being examined. Employment is a common indicator measured in economic impact analyses of airports as it provides a sense of scale about an activity or operation that is easily understood by a broad audience.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7683\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Gross Domestic Product <\/h4><div id=\"ac-7683\" class=\"c-accordion__content\">\n<p>Gross domestic product (GDP) is a measure of the dollar value of final goods and services produced locally as a result of economic activity. This measure is the net of the value of intermediate goods and services used up to produce the final goods and services.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Other basic measures focus more directly on the scale of economic activity within the region, including the following:<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7684\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Consumer Spending<\/h4><div id=\"ac-7684\" class=\"c-accordion__content\">\n<p>Sometimes known as personal consumption expenditures, consumer spending statistics show the goods and services purchased by, or on behalf of, people living in the United States.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7685\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Disposable Personal Income<\/h4><div id=\"ac-7685\" class=\"c-accordion__content\">\n<p>Disposable personal income is the income available to persons for spending or saving. It is equal to personal income less personal current taxes.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7686\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Per Capita Income<\/h4><div id=\"ac-7686\" class=\"c-accordion__content\">\n<p>Per capita income is the mean income computed for every man, woman, and child in a particular group including those living in group quarters. It is derived by dividing the aggregate income of a particular group by the total population in that group.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7687\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Personal Income<\/h4><div id=\"ac-7687\" class=\"c-accordion__content\">\n<p>Personal income is the income received by, or on behalf of, all persons from all sources. These sources include participation as laborers in production, ownership of a home or business, ownership of financial assets, and transfers from government and businesses. Personal income does not include realized or unrealized capital gains or losses. <\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7688\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Productivity<\/h4><div id=\"ac-7688\" class=\"c-accordion__content\">\n<p>There are two types of productivity measured, labor and multifactor productivity. Labor productivity measures output per hour of labor and multifactor productivity measures output per unit of combined inputs, which consist of labor and capital.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-pb-accordion-item c-accordion__item js-accordion-item no-js\" data-initially-open=\"false\" data-click-to-close=\"true\" data-auto-close=\"true\" data-scroll=\"false\" data-scroll-offset=\"0\"><h4 id=\"at-7689\" class=\"c-accordion__title js-accordion-controller\" role=\"button\">Tax Revenues<\/h4><div id=\"ac-7689\" class=\"c-accordion__content\">\n<p>Some economic impact studies provide estimates of the tax revenue associated with an airport\u2019s activity at the federal, state, and local levels. This can include income and payroll taxes of employees, sales taxes, taxes on air tickets, corporation taxes, and other forms of taxation and government charges. Tax revenues accruing to local and state governments are often considered an important measure for airports because it reinforces the idea that commercial aviation activities contribute to the region\u2019s financial well-being.<\/p>\n\n\n\n<p>Note: Tax revenues are a component of employment earnings, GDP, and economic output.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>IMPORTANT NOTE:<\/strong>&nbsp;Context is important when assessing any measure of a region. To help contextualize the meaning of a given measure, it can be helpful to:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Assess how the region has changed over time.<\/li><li>Compare the region to other geographies (such as similar regional economies or statewide and national averages).<\/li><\/ul>\n\n\n\n<p>For instance, the unemployment rate for a given region should be compared to statewide and national averages in order to understand whether the regional economy is performing above or below trend, the population should be assessed over time and compared to other geographies in order to understand whether the region is growing or shrinking at a rate above or below trend, and so forth. These kinds of analyses help identify important and exceptional characteristics of a regional economy.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading\">Foreign Direct Investment<\/h2>\n\n\n\n<p>Direct investment is a category of cross-border investment associated with a resident in one economy having control or a significant degree of influence on the management of an enterprise resident in another economy. Ownership or control of 10 percent or more of the voting securities of an entity in another economy is the threshold for separating direct investment from other types of investment.<\/p>\n\n\n\n<p>At the end of 2019, foreign investment in the United States totaled $4.4 trillion, with over half coming from countries in Europe. Among individual countries, Japan is the top investor, followed by the United Kingdom and Germany. Among industry sectors, over 40 percent of all foreign investment is in manufacturing, particularly chemicals. The finance and insurance sector is also a major recipient of foreign investment.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left figure-title\"><strong>Foreign Direct Investment in the United States by Region (in $ millions)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"http:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/09\/Foreign-Direct-Investment-in-the-U.S.-by-Region-2.svg\" alt=\"Foreign Direct Investment in the U.S. by Region\" class=\"wp-image-2845\" width=\"840\" \/><figcaption><em>Source: U.S. Bureau of Economic Analysis, Direct Investment by Country and Industry, 2020<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p>This investment supported 7.9 million jobs in 2019, with employment in every state. Almost 850,000 of those jobs were in California, followed by Texas (680,000), New York (530,000), Illinois (380,000), and Florida (370,000).&nbsp; &nbsp;<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-cover is-light\" style=\"min-height:200px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-pale-cyan-blue-background-color has-background-dim-0 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"200\" class=\"wp-block-cover__image-background wp-image-907\" alt=\"\" src=\"https:\/\/crp.trb.org\/uat\/acrp0358\/wp-content\/uploads\/sites\/33\/2021\/08\/Factory.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Factory.jpg 1200w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Factory-300x50.jpg 300w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Factory-1024x171.jpg 1024w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Factory-768x128.jpg 768w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h1 class=\"has-text-align-center wp-block-heading\"><\/h1>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading\">Regional Economic Strengths<\/h2>\n\n\n\n<p>Beyond the basic metrics, there are additional measures of a region\u2019s economic structure that could be relevant to air service development. These include approaches that identify the predominant or most impactful industries shaping the regional economy.<\/p>\n\n\n\n<p>Different regions possess different economic attributes or strengths. These differences may arise from a region\u2019s location or geography (e.g., port cities with concentrations in maritime manufacturing, locations near mineral deposits).<br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Industry Classifications\/Sectors<\/h3>\n\n\n\n<p>Breakdowns of economic data by industry are made possible through industry classification systems that group businesses and their data (e.g., employees, wages, output) based on similar or related characteristics. In the United States, the most common industrial categorization system is the North American Industry Classification System (NAICS), which uses a six-tier industry grouping structure that becomes more progressively granular in definition at each tier. Under NAICS, businesses are grouped based on their primary economic activity. More information on <a data-type=\"URL\" data-id=\"https:\/\/www.census.gov\/naics\/\" href=\"https:\/\/www.census.gov\/naics\/\">NAICS<\/a> can be found on the U.S. Census Bureau website. <\/p>\n\n\n\n<p>The U.S. federal statistical agencies use the NAICS standard for their industry-level data. For sub-state regions, industry-level data are most commonly available at the NAICS two-digit and three-digit levels. Two-digit NAICS codes identify each broad \u201csector\u201d in the economy (e.g., NAICS Code 48 = Transportation) whereas three-digit NAICS codes pertain to more specific \u201csubsectors\u201d (e.g., NAICS Code 481 = Air Transportation).<\/p>\n\n\n\n<p>Using this information, the leading industries within a region can then be identified through various metrics such as economic clusters and location quotients.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ec\">Economic Clusters<\/h3>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"http:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/10\/Economic-clusters-US-map.svg\" alt=\"Economic clusters\" class=\"wp-image-3087\" width=\"1112\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p id=\"ftnref2\">Different geographic regions in the United States may be recognized as home to a relatively large amount of expertise in a given industry. Examples of this include finance in New York and entertainment in Los Angeles. Nashville and Austin are similarly known as \u201cmusic capitals.\u201d Hartford is a known headquarter for insurance companies. At the heart of Silicon Valley, San Jose is among the information technology centers of the country. The concept of \u201ceconomic clusters\u201d provides a means of quantifying the economic strength of regions. A cluster is a regional concentration of related industries that arise out of the various types of linkages or externalities that span industries in a particular location. Economic clusters have been formally defined by the Harvard University School of Business in concert with the U.S. Economic Development Administration.<\/p>\n\n\n\n<p>Certain economic clusters are particularly relevant for airports to understand because the industry sectors that comprise these economic clusters are known to have a high propensity to travel. These sectors include Business Services, Transportation and Logistics, Finance, and Information Technology:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Business Services include employment and economic activity related to corporate headquarters, consulting services, business support services, computer services, employment placement, engineering, architectural and drafting services, and similar fields.<\/li><li>Transportation and Logistics include air transportation, specialty air transportation, ground transportation support activities, trucking, and bus transportation.<\/li><li>Financial Services include financial investment activities, credit intermediation, credit bureaus, monetary authorities such as central banks, securities brokers, dealers, and exchanges.<\/li><li>Information Technology includes electronic components, computers and peripherals, semiconductors, software publishers, software reproducing, process and laboratory instruments, medical apparatus, and audio and video equipment.<\/li><\/ul>\n\n\n\n<p>Other tradeable sectors that have a high propensity to fly include biopharma, insurance, and communications.<\/p>\n\n\n\n<p>Airports can access publicly available cluster data for their relevant regional economy (where applicable) using the <a data-type=\"URL\" data-id=\"https:\/\/clustermapping.us\/\" href=\"https:\/\/clustermapping.us\/\">U.S. Cluster Mapping Project<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"lq\">Location Quotients<\/h3>\n\n\n\n<p id=\"ftnref3\">A Location Quotient (LQ) is a mathematical ratio that compares the concentration of a specific industry in a specific area to the concentration of that industry nationwide. Location quotients can be calculated using different variables and geographies. The example shown uses employment, which is commonly used for calculating LQs.  Comparing regional data to national data is also common practice. The calculation itself is relatively straightforward:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"http:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Location-Quotient.svg\" alt=\"Location Quotient\" class=\"wp-image-2660\" \/><\/figure>\n\n\n\n<p>An LQ of 1.0 indicates that the share of employment in a given industry in the local region is the same as it is nationally. An LQ greater than 1.0 indicates a higher proportion of regional industry employment relative to the national average.<\/p>\n\n\n\n<p>For airport policymakers, such data can help demonstrate the linkage between local economic activity and air service based on employment and wages. The basic uses of a location quotient include the following:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Determining local or regional specialization by quickly and effectively identifying those industries or occupations that stand out because of their higher-than-average per capita employment.<\/li><li>Identifying the local economy\u2019s export industries or \u201ctraded\u201d clusters. Industries with a high location quotient tend to export lots of goods and services out of the community, and therefore are most likely to need air transport services.<\/li><li>Identifying industries and occupations that are under-performing in the local economy at least in terms of the relative level of specialization or uniqueness of the economic activity.<\/li><\/ul>\n\n\n\n<p>When considering an industry\u2019s LQ, analysts should also consider the number of absolute jobs involved in the industry and the percent change over time. A high LQ signals a unique specialization, but the actual impact on the local economy largely depends on the number of jobs present in the area. A positive or negative change in an industry\u2019s LQ will be much more impactful if the industry also employs a lot of people.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-cover is-light\" style=\"min-height:200px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-pale-cyan-blue-background-color has-background-dim-0 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"200\" class=\"wp-block-cover__image-background wp-image-905\" alt=\"\" src=\"https:\/\/crp.trb.org\/uat\/acrp0358\/wp-content\/uploads\/sites\/33\/2021\/08\/Boston-commons.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Boston-commons.jpg 1200w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Boston-commons-300x50.jpg 300w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Boston-commons-1024x171.jpg 1024w, https:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/08\/Boston-commons-768x128.jpg 768w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h1 class=\"has-text-align-center wp-block-heading\"><\/h1>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<h2 class=\"wp-block-heading\">Other Measures of Regional Competitiveness<\/h2>\n\n\n\n<p>Many other metrics can influence perceptions of a community or region, thus affecting decisions about whether to move, relocate, or stay in an area. As a result, these metrics may be significant to an airport\u2019s stakeholders, especially those directly working in local economic development. Some of these include a variety of metrics related to measuring Quality of Life (QOL) or understanding the relative appeal of a community.<\/p>\n\n\n\n<p>QOL measures can include, but are not limited to, the following metrics:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Educational levels<\/li><li>Crime rates<\/li><li>International connectedness (e.g., air service connectivity)<\/li><li>Cost of living and housing affordability<\/li><li>Strength and diversity of tax base (diversity affects the sustainability of the tax base if one sector takes a downturn)<\/li><li>Considerations of mobility (e.g., congestion)<\/li><\/ul>\n\n\n\n<p>A lot of data related to these kinds of variables is publicly available (including from the same federal statistics agencies, like the Bureau of Economic Analysis and Census Bureau, that compile more basic socioeconomic measures) and can be analyzed, indexed, and compared across various geographies. At the same time, some metrics may not be widely available at the regional level or may require more involved analytical capabilities such as GIS software.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cover background-color\" style=\"min-height:500px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-100 has-background-dim\" style=\"background-color:#305798\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h3 class=\"has-text-align-center has-white-color has-text-color wp-block-heading\" style=\"font-size:30px\">Quality of Life and Air Service<\/h3>\n\n\n\n<p class=\"has-white-color has-text-color\" style=\"font-size:18px\">QOL is a broad and multidimensional concept that usually includes an individual\u2019s perception of his or her position in life and encompasses many categories of variables including health; economics; and environmental, psychological, and social factors. QOL includes objective factors\u2014such as health, work status, and living conditions\u2014and the perceptions one may have of these factors within the context of culture, values, and spirituality. Airports may influence QOL negatively (e.g., generating noise) and positively (e.g., creating jobs and attracting and supporting business). These complexities make measuring the impact of airports on QOL challenging.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p style=\"font-size:18px\"><em><a href=\"https:\/\/doi.org\/10.17226\/25918\">ACRP Research Report 221: Measuring Quality of Life in Communities Surrounding Airports<\/a><\/em>  provides a comprehensive, systematic method for assessing an airport\u2019s influence on the QOL of neighboring communities. The report notes how airports seek to engage with their local and regional stakeholders to better understand the social, economic, and environmental impacts of their operations. \u201cObtaining a better understanding of their surrounding communities and individuals\u2019 perception of QOL will benefit airport leadership by enabling them to more easily identify challenges and concerns, as well as to understand how the airport can create opportunities to address these challenges\u201d <a href=\"#fn1\">(Preston et al. 2020, p. 5)<\/a>. <\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p id=\"ftnref4\">Further, QOL indicators are often quite complex multidimensional assessments that can be challenging to interpret or communicate to non-economists and a lay audience. Richard Young has noted in <a href=\"http:\/\/crp.trb.org\/acrpwebresource12\/wp-content\/uploads\/sites\/25\/2021\/09\/Quality-of-Life.pdf\">&#8220;Quality of Life Indicator Systems\u2014Definitions, Methodologies, Uses, and Public Policy Decision Making&#8221;<\/a> (citing <a href=\"#fn2\">Diener and Suh 1997<\/a>) that at their core: <\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>QOL indicators explore and identify what factors are important to the good life, which do not rest solely on wealth or gross domestic product (GDP).<\/p><\/blockquote>\n\n\n\n<p id=\"ftnref4\">However, there is no uniformly accepted way of \u201cquantifying a quality\u201d or measuring something like QOL. Analysts should be open to considering a range of variables and approaches to develop a holistic understanding of the QOL in their region of interest.<\/p>\n\n\n\n<p>Some institutions have sought to enhance this process by consolidating or ranking several variables to produce a more comprehensive QOL assessment. For example, analysts with access to ESRI Business Analyst can refer to its Socio-Economic Index, which measures overall QOL by airport region and is defined uniformly across the country and regularly updated.<\/p>\n\n\n\n<p>The ESRI Socio-Economic Index is a composite of select characteristics covering measures of financial well-being, educational attainment, and labor force characteristics such as employment status, occupation, and type of employment. The index itself is a ratio of the local area relative to the national average. Values above 100 indicate an above-average status.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<div class=\"wp-block-cover aligncenter is-light background-color\" style=\"min-height:100px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-100 has-background-dim\" style=\"background-color:#f8f8f8\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-color\" style=\"color:#305798\"><strong>From a QOL perspective,<\/strong> <strong>it may seem intuitive that having access to a larger number of nonstop destinations may be more desirable than not having such access, but the research team was unable to uncover research that included that metric as a specific contributor to a higher regional QOL. However, to the extent that air service contributes to a region\u2019s economic viability and sustainability, it seems to be a reasonable conclusion.<\/strong><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\" \/>\n\n\n\n<p id=\"fn2\">Diener, E. and Suh, S.  <a href=\"https:\/\/link.springer.com\/article\/10.1023\/A:1006859511756\">Measuring Quality of Life: Economic, Social and Subjective Indicators<\/a>. <em>Social Indicators Research<\/em>, 40, 1997, 189\u2013216. <\/p>\n\n\n\n<p id=\"fn1\">Preston, K. B., J. Nagy, J. Blue, R. DeVries, and J. Crites. <em><a href=\"https:\/\/doi.org\/10.17226\/25918\">ACRP Research Report 221: Measuring Quality of Life in Communities Surrounding Airports<\/a><\/em>. Transportation Research Board, Washington, D.C., 2020.<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"has-text-align-center\">Continue reading: <a href=\"..\/airport-catchment-areas-and-statistical-areas-differ\/\">Airport Catchment Areas and Statistical Areas Differ<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Measuring Changes in a Region&#8217;s Economy and Its Economic Strength Defining the Region Regional economies are generally based on a core resident population of some size that conducts economic and social activities. The U.S. federal government (and its statistical agencies like the Bureau of the Census or Bureau of Labor Statistics) use standardized definitions for &hellip; <a href=\"https:\/\/crp.trb.org\/acrpwebresource12\/measuring-air-service-and-regional-economic-activity\/measuring-changes-in-regions-economy-and-its-economic-strength\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Measuring Changes in a Region&#8217;s Economy and Its Economic Strength&#8221;<\/span><\/a><\/p>\n","protected":false},"author":95,"featured_media":0,"parent":691,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-768","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Measuring Changes in a Region&#039;s Economy and Its Economic Strength - Air Service Development and Regional Economic Activity<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/crp.trb.org\/acrpwebresource12\/measuring-air-service-and-regional-economic-activity\/measuring-changes-in-regions-economy-and-its-economic-strength\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Measuring Changes in a Region&#039;s Economy and Its Economic Strength - Air Service Development and Regional Economic Activity\" \/>\n<meta property=\"og:description\" content=\"Measuring Changes in a Region&#8217;s Economy and Its Economic Strength Defining the Region Regional economies are generally based on a core resident population of some size that conducts economic and social activities. 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