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		<title>Top 15 Metros &#8211; From Switzerland to the Sonoran Desert &#8211; Fintech Securities &#038; Investments</title>
		<link>https://www.kddanalytics.com/tucson-fintech-adressable-market/</link>
		
		<dc:creator><![CDATA[KDD]]></dc:creator>
		<pubDate>Mon, 16 Oct 2017 01:50:53 +0000</pubDate>
				<category><![CDATA[Data Analysis]]></category>
		<category><![CDATA[Fintech]]></category>
		<category><![CDATA[Industry Analysis]]></category>
		<category><![CDATA[Market Segmentation]]></category>
		<category><![CDATA[Market Sizing]]></category>
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		<category><![CDATA[fintech]]></category>
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					<description><![CDATA[<p>Shelby Cullom Davis, “one of the least talked about, but most successful investors,” managed to parlay a 1947 $50,000 investment into over $800 million by the time of his passing in 1994. A 23% compounded average annual rate of return.  Not too bad. During his career Shelby advised Thomas Dewey on economic matters when he&#8230;</p>
<p>The post <a href="https://www.kddanalytics.com/tucson-fintech-adressable-market/">Top 15 Metros &#8211; From Switzerland to the Sonoran Desert &#8211; Fintech Securities &#038; Investments</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>Shelby Cullom Davis, “<a href="https://www.valuewalk.com/2011/02/shelby-davis-spectacular-unknown-investor/"><strong>one of the least talked about, but most successful investors</strong></a>,” managed to parlay a 1947 $50,000 investment into over $800 million by the time of his <a href="http://www.nytimes.com/1994/06/01/obituaries/shelby-c-davis-envoy-and-philanthropist-85.html"><strong>passing in 1994</strong></a>.</p>
<p>A <strong>23% compounded average annual rate of return</strong>.  Not too bad.</p>
<p>During his career Shelby advised Thomas Dewey on economic matters when he ran for president in 1940 and 1944 and served as Governor Dewey’s First Deputy Superintendent of Insurance from 1944 to 1947 in New York. Later, he served as <strong>US ambassador to Switzerland</strong> under Presidents Nixon and Ford (1969 – 1975).</p>
<p>A philanthropist, he was head of the Shelby Cullom Davis foundation which disperses funds to higher education and to research on public policy and economics. Princeton, his alma mater, was one of the beneficiaries of his grants. He also served as chairman of the Heritage Foundation.</p>
<p>Shelby got around.</p>
<p><strong>But what the heck does this have to do with Fintech?</strong></p>
<p>In a previous <a href="https://www.kddanalytics.com/addressable-fintech-market-securities-investments/" target="_blank" rel="noopener"><strong>post</strong></a> we found that the Tucson, AZ metro area made our top 15 list of top addressable Fintech Securities &amp; Investments markets on a <em>per employee</em> basis in 2015 (ranked 14<sup>th</sup>).</p>
<p>Can a contributing reason for this can be tied directly back to Shelby Cullom Davis?</p>
<h3><strong>Securities &amp; investments sector in Tucson, AZ </strong></h3>
<p>Tucson, AZ probably does not first come to mind when thinking about hot spots of financial activity. So, what is going on in Tucson?</p>
<p>As we have done in previous <a href="https://www.kddanalytics.com/top-15-metros-wild-omaha-fintech-securities-investments/" target="_blank" rel="noopener"><strong>posts</strong></a>, let’s start with a high-level view of Tucson’s Securities &amp; Investments sector. As shown below, <strong>62%</strong> of the 2015 addressable Fintech market is due to <strong>portfolio management</strong>. Another <strong>27%</strong> is due to <strong>securities brokerage</strong>. This is generally consistent with the West regional average of 28% for securities brokerage we saw in an earlier <a href="https://www.kddanalytics.com/addressable-fintech-market-securities-investments/" target="_blank" rel="noopener"><strong>post</strong></a>. But it <strong>reflects a much higher concentration of potential Fintech spend in the portfolio management sub-sector (62 vs 48%).</strong></p>
<p><span style="color: #60786b;"><em>Again, our analysis uses </em><a href="https://www.kddanalytics.com/free-access-b2b-zip-pointe-market-sizer/"><strong><em>ZIP Pointe Market Sizer.</em></strong></a><em>  Market Sizer is our Tableau-based market sizing tool based on ZIP Code-level Census data on over 7 million private sector business locations.</em></span></p>
<p><img data-recalc-dims="1" fetchpriority="high" decoding="async" class="alignnone size-full wp-image-1147" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-Share-Tucson-Sec-Inv.png?resize=902%2C198&#038;ssl=1" alt="Fintech NAICS6 Share Tucson - Securities &amp; Investments" width="902" height="198" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-Share-Tucson-Sec-Inv.png?w=902&amp;ssl=1 902w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-Share-Tucson-Sec-Inv.png?resize=300%2C66&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-Share-Tucson-Sec-Inv.png?resize=768%2C169&amp;ssl=1 768w" sizes="(max-width: 902px) 100vw, 902px" /></p>
<p>In terms of <strong>business location size</strong> by sub-sector, nearly <strong>80% of the locations are small</strong> (1 – 4 payroll employees). This is a recurring theme. The sub-sector is dominated by small locations though these are not necessarily all stand-alone companies (i.e. they could be formal branch locations).</p>
<p>There are <strong>only 29 locations with 10 or more payroll employees</strong>. A bit over 40% of the locations are involved with securities brokerage, another 26% are portfolio management and another 18% are investment advice (see below).</p>
<p>With respect to “hot spots” of <strong>potential Fintech spend per employee</strong>, it is clearly the <strong>portfolio management</strong> sub-sector that stands out, with potential spend ranging from <strong>$5,337 to $7,682 per payroll employee</strong>. The top hot spot consists of 3 locations with 50 to 99 employees.</p>
<p><img data-recalc-dims="1" decoding="async" class="alignnone size-full wp-image-1148" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-Sec-Inv.png?resize=994%2C393&#038;ssl=1" alt="Fintech NAICS6 by Size Tucson - Securities &amp; Investments" width="994" height="393" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-Sec-Inv.png?w=994&amp;ssl=1 994w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-Sec-Inv.png?resize=300%2C119&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-Sec-Inv.png?resize=768%2C304&amp;ssl=1 768w" sizes="(max-width: 994px) 100vw, 994px" /></p>
<p><span style="color: #60786b;"><em>Note: The US Census source used by Market Sizer tracks only payroll employees. Independent contractors are not reflected in these numbers. Hence, the actual employment level can be higher, possibly much higher, in sectors that make extensive use of contract labor.</em></span></p>
<h3>ZIP Code level view</h3>
<p>As we have done in prior <a href="https://www.kddanalytics.com/durham-chapel-hill-6-fintech-securities-investments-market/" target="_blank" rel="noopener"><strong>posts</strong></a>, another way to drill into the addressable Fintech market in Tucson is by ZIP code. The following map shows the ZIP codes in the metro area color coded for <strong>addressable market size per employee</strong>. At the ZIP Code level, addressable Fintech market size ranges from $1k to $6k per payroll employee.</p>
<p><img data-recalc-dims="1" decoding="async" class="alignnone size-full wp-image-1150" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Employee-ZIP-Tucson-ANNOTATED-Sec-Inv.png?resize=996%2C789&#038;ssl=1" alt="Fintech per Employee ZIP Code Tucson - Securities &amp; Investments" width="996" height="789" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Employee-ZIP-Tucson-ANNOTATED-Sec-Inv.png?w=996&amp;ssl=1 996w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Employee-ZIP-Tucson-ANNOTATED-Sec-Inv.png?resize=300%2C238&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Employee-ZIP-Tucson-ANNOTATED-Sec-Inv.png?resize=768%2C608&amp;ssl=1 768w" sizes="(max-width: 996px) 100vw, 996px" /></p>
<p>But there is a distinct <strong>hot spot in ZIP Code 85706 (circled in red) at $6k per employee</strong>. According to <a href="https://www.wealthminder.com/financial-advisors-tucson-AZ/?query=&amp;zipcode="><strong>Wealthminder.com</strong></a>, the <strong>largest Tucson financial advisory firm (in terms of assets under management) is located in this ZIP Code:  <a href="http://www.davisadvisors.com/">Davis Selected Advisors</a></strong>.</p>
<p>Other top firms in the Tucson metro area (indicated by red arrows) are <a href="http://tciwealth.com/"><strong>Tci Wealth Advisors</strong></a> in ZIP Code 85718; <a href="http://invmgmt.com/"><strong>Sonora Investment Management</strong></a> in Zip Code 85719; <strong><a href="http://www.stratequity.com/">Strategic Equity Management</a></strong> in Zip Code 85715; and <a href="https://sterlinginvestmentmanagement.com/"><strong>Sterling Investment Management</strong></a> in Zip Code 85718.</p>
<p><strong>Which ZIP codes account for the bulk of potential Fintech spend?</strong></p>
<p>We have already discussed two of the top 3: 85706 at 16% and 85718 at 20%. But these are surpassed by ZIP Code 85712 (indicated by the green arrow) which accounts for 27%. <strong>These three ZIP Codes together account for 63% of Tucson’s potential Fintech spend in the Securities &amp; Investments sub-sector.</strong></p>
<p>Another way to drill into the addressable Fintech market is on a <strong><em>per business location</em> basis</strong>.  Dividing potential spend by the number of locations is another way to normalize the data. This map (shown below) looks quite a bit different and one ZIP Code stands out above all the rest: <strong>85706</strong>. Although the ZIP code overall accounts for 16% of total potential Fintech spend, on a per location basis, it ranks at the top with <strong>$230k in potential spend per site.</strong></p>
<p><strong> <img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-full wp-image-1151" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Site-ZIP-Tucson-Sec-Inv.png?resize=996%2C794&#038;ssl=1" alt="Fintech per Site ZIP Code Tucson - Securities &amp; Investments" width="996" height="794" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Site-ZIP-Tucson-Sec-Inv.png?w=996&amp;ssl=1 996w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Site-ZIP-Tucson-Sec-Inv.png?resize=300%2C239&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-per-Site-ZIP-Tucson-Sec-Inv.png?resize=768%2C612&amp;ssl=1 768w" sizes="auto, (max-width: 996px) 100vw, 996px" /></strong></p>
<h3><strong>ZIP Code 85706</strong></h3>
<p>Turns out at there are only 3 locations in ZIP Code 85706.  At least one of these (the larger one) is associated with, yep, <strong>Davis Selected Adviso</strong><strong>rs</strong>. And it may be that the other sites are also associated with Davis as we could not find any other Securities &amp; Investments firms (with at least 10 employees) in this ZIP Code (If anyone knows, please let us know!)</p>
<p><img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-full wp-image-1152" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-ZIP-85706-Sec-Inv.png?resize=994%2C264&#038;ssl=1" alt="Fintech NAICS6 by Size Tucson ZIP Code 85706 - Securities &amp; Investments" width="994" height="264" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-ZIP-85706-Sec-Inv.png?w=994&amp;ssl=1 994w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-ZIP-85706-Sec-Inv.png?resize=300%2C80&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Fintech-NAICS6-by-Size-Tucson-ZIP-85706-Sec-Inv.png?resize=768%2C204&amp;ssl=1 768w" sizes="auto, (max-width: 994px) 100vw, 994px" /></p>
<h3>Davis Selected Advisors</h3>
<p>So, the Davis name is a major player in the Tucson metro Securities &amp; Investments sector. <strong>Any relation to Shelby Cullom Davis perhaps?</strong></p>
<p>Davis Selected Advisers <em>was</em> started in 1969 in New York by Shelby Davis…<strong>not Shelby Cullom Davis but his son <em>Shelby Moore Cullom Davis</em></strong>. Following his father’s footsteps, Shelby M.C. Davis graduated from Princeton and rose through the ranks of the New York financial industry – specifically at the <a href="http://www.insidetucsonbusiness.com/davis-moves-hq-to-tucson/article_022431c3-50d4-5f99-8934-e0d4f2536807.html"><strong>Bank of New York</strong></a>.<img data-recalc-dims="1" loading="lazy" decoding="async" class="size-full wp-image-1154 alignright" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Carnegiea_gigantea_in_Saguaro_National_Park_near_Tucson_Arizona_during_November_58.jpg?resize=330%2C440&#038;ssl=1" alt="Tucson Securities &amp; Investments Sector" width="330" height="440" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Carnegiea_gigantea_in_Saguaro_National_Park_near_Tucson_Arizona_during_November_58.jpg?w=330&amp;ssl=1 330w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/10/Carnegiea_gigantea_in_Saguaro_National_Park_near_Tucson_Arizona_during_November_58.jpg?resize=225%2C300&amp;ssl=1 225w" sizes="auto, (max-width: 330px) 100vw, 330px" /></p>
<p>In the late 1970s the non-portfolio operations of Davis Selected were <a href="http://www.insidetucsonbusiness.com/davis-moves-hq-to-tucson/article_022431c3-50d4-5f99-8934-e0d4f2536807.html"><strong>moved</strong></a> to Sante Fe, N.M. In 1997, a service center was <a href="https://www.bizjournals.com/phoenix/stories/1997/12/08/story7.html?page=all"><strong>opened in Tucson</strong></a> and personnel were hired locally and moved from Santa Fe. By 2000, Tucson had became Davis Selected’s global headquarters, specifically in ZIP Code 85706 where the company operates out of its own commercial property.</p>
<p>Today, Davis Selected Advisers is led by Shelby’s son, <strong>Chris Shelby, grandson of Shelby Cullom Davis</strong>.  “Davis Selected controls the nine-fund Davis group, the Selected group of funds, which is a no-load, four-fund group, private accounts of no less than $5 million, and other managed money programs.” (<a href="http://www.insidetucsonbusiness.com/davis-moves-hq-to-tucson/article_022431c3-50d4-5f99-8934-e0d4f2536807.html"><strong>Inside Tucson Business</strong></a>).  Currently, Davis Selected has about $30b in assets <a href="https://www.wealthminder.com/financial-advisors-tucson-AZ/?query=&amp;zipcode="><strong>under management</strong></a>.</p>
<p><strong>So, there you have it…from Switzerland to the Sonoran Desert!  </strong></p>
<p>Ok, maybe New York to Arizona…</p>
<a class="dpsp-click-to-tweet dpsp-style-1" href="https://twitter.com/intent/tweet?text=Shelby+Cullom+Davis%2C+23%25+CAGR.+Not+too+bad.&url=https%3A%2F%2Fwww.kddanalytics.com%2Ftucson-fintech-adressable-market%2F"><div class="dpsp-click-to-tweet-content">Shelby Cullom Davis, 23% CAGR. Not too bad.</div><div class="dpsp-click-to-tweet-footer"><span class="dpsp-click-to-tweet-cta"><span>Click to Tweet</span><i class="dpsp-network-btn dpsp-twitter"><span class="dpsp-network-icon"></span></i></span></div></a>
<p>&nbsp;</p>
<p>The post <a href="https://www.kddanalytics.com/tucson-fintech-adressable-market/">Top 15 Metros &#8211; From Switzerland to the Sonoran Desert &#8211; Fintech Securities &#038; Investments</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">1143</post-id>	</item>
		<item>
		<title>Fintech, Savings and Loans and Springfield MA</title>
		<link>https://www.kddanalytics.com/savings-institutions-fintech-market-size-springfield-ma/</link>
		
		<dc:creator><![CDATA[KDD]]></dc:creator>
		<pubDate>Mon, 28 Aug 2017 01:00:02 +0000</pubDate>
				<category><![CDATA[Data Analysis]]></category>
		<category><![CDATA[Fintech]]></category>
		<category><![CDATA[Industry Analysis]]></category>
		<category><![CDATA[Market Segmentation]]></category>
		<category><![CDATA[Market Sizing]]></category>
		<category><![CDATA[Tableau]]></category>
		<category><![CDATA[B2B]]></category>
		<category><![CDATA[finance]]></category>
		<category><![CDATA[fintech]]></category>
		<category><![CDATA[market segmentation]]></category>
		<category><![CDATA[market sizing]]></category>
		<category><![CDATA[NAICS]]></category>
		<guid isPermaLink="false">http://www.kddanalytics.com/?p=1007</guid>

					<description><![CDATA[<p>An old piece of business advice for startups is to “get out of the office and visit customers.”  &#8220;Great,&#8221; you say, &#8220;the Fintech market is over $18b (see our previous post)!  Where do I find my prospects?&#8221;  If you have a new service for savings and loans or their customers, the data may point to&#8230;</p>
<p>The post <a href="https://www.kddanalytics.com/savings-institutions-fintech-market-size-springfield-ma/">Fintech, Savings and Loans and Springfield MA</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>An old piece of business advice for startups is to “get out of the office and visit customers.”  &#8220;Great,&#8221; you say, &#8220;the Fintech market is over $18b (<strong><a href="https://www.kddanalytics.com/fintech-market-size/" target="_blank" rel="noopener">see our previous post</a></strong>)!  Where do I find my prospects?&#8221;  <strong>If you have a new service for savings and loans or their customers, the data may point to Springfield MA.</strong>  In this post, we’ll show you how we break down the “big number” to look at segments and customer location.  Prospect targeting helps allocate advertising budgets, fine tune customer personas and plan your sales territories.</p>
<p>We’ll come back to Springfield.  But first, let’s slice that $18.8b into some smaller pieces.  Nearly <strong>84% of this market is in the banking sector</strong>; the other <strong>16% is in the securities &amp; investments sector</strong>.  In absolute terms, the New York metro area (unsurprisingly) leads the list at $1,090m.  Other key financial centers that make the top 15 are Boston ($191m), Chicago ($183m), Los Angeles ($172m) and San Francisco ($171m).</p>
<h3><strong>Normalizing market data</strong></h3>
<p>Focusing on total market size misses the <strong>hot spots</strong> or concentrations of <strong>“spend potential”</strong> for the segment you’re after.  And while the best targets may not even reside in the list of large markets, you can bet a lot of your competitors haven’t figured that out.</p>
<p>A first step in prospect targeting is to “normalize” your data.  The New York market is #1 because of the substantial number of financial companies based in the metro area.  But on a <strong><em>per employee basis</em></strong>, there are other metro areas that rank higher than New York.  To delve into a per employee analysis, we again use <a href="https://www.kddanalytics.com/free-access-b2b-zip-pointe-market-sizer/" target="_blank" rel="noopener"><strong>ZIP Pointe Market Sizer.</strong></a>  Market Sizer is our Tableau-based market sizing tool using ZIP Code-level Census data on over 7 million private sector business locations.</p>
<h3><strong>Fintech market size per employee</strong></h3>
<p>We limited our analysis to the 80% of metro areas with 250 or more business locations in the banking and securities &amp; investments sectors.  This helps reduce the “noise” in our analysis and minimizes the likelihood that a metro’s estimate is unduly swayed by a few extreme business locations.  In 2015, the top 15 metro areas in terms of Fintech market size per employee are shown in the figure below.</p>
<p><img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-large wp-image-1009" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-15-Fintech-per-employee-Metro-Areas.png?resize=1024%2C593&#038;ssl=1" alt="Top 15 metro areas in terms of fintech market size per employee" width="1024" height="593" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-15-Fintech-per-employee-Metro-Areas.png?resize=1024%2C593&amp;ssl=1 1024w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-15-Fintech-per-employee-Metro-Areas.png?resize=300%2C174&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-15-Fintech-per-employee-Metro-Areas.png?resize=768%2C445&amp;ssl=1 768w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-15-Fintech-per-employee-Metro-Areas.png?w=1450&amp;ssl=1 1450w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /></p>
<p>Aside from the fact that <strong>Chicago</strong> and <strong>Los Angeles didn’t make the list</strong>, look at the concentration in the Northeast region. <strong>10 of the top 15 are in the Washington DC – Boston corridor</strong>.  <strong>Washington DC is the largest Fintech market in terms of revenue per employee at $12,863</strong>, followed by Springfield MA ($10,848) and Worcester MA-CT ($9,094).  Rounding out the top 5 are Boston MA-NH ($8,381) and Bridgeport CT ($7,851).  New York is 6<sup>th</sup> with $7,844 per employee.</p>
<p><img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-large wp-image-1010" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-NE-Corridor-Fintech-per-employee-Metro-Areas.png?resize=1024%2C793&#038;ssl=1" alt="Northeast corridor top Fintech market size per employee" width="1024" height="793" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-NE-Corridor-Fintech-per-employee-Metro-Areas.png?resize=1024%2C793&amp;ssl=1 1024w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-NE-Corridor-Fintech-per-employee-Metro-Areas.png?resize=300%2C232&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-NE-Corridor-Fintech-per-employee-Metro-Areas.png?resize=768%2C595&amp;ssl=1 768w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Top-NE-Corridor-Fintech-per-employee-Metro-Areas.png?w=1430&amp;ssl=1 1430w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /></p>
<p>Washington, Boston and New York are not surprising.  <strong>But what about Springfield Massachusetts?</strong></p>
<h3><strong>Savings and Loans in Springfield MA</strong></h3>
<p>According to 2015 US Census data, there were 4,254 employees on the payrolls of banking and securities &amp; investments companies in the Springfield MA metro area.  Roughly 40% of these employees worked at 143 savings institution locations. Savings institutions (&#8220;savings and loans&#8221;) are apparently quite popular in New England, and quite lucrative.  <strong>85% of the total Fintech market in Springfield MA is attributable to savings institutions.</strong></p>
<p><img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-large wp-image-1011" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springville-MA-Fintech-Spend-Distribution-by-NAICS6.png?resize=1024%2C252&#038;ssl=1" alt="Springfield MA metro area Fintech market distribution by NAICS6" width="1024" height="252" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springville-MA-Fintech-Spend-Distribution-by-NAICS6.png?w=1024&amp;ssl=1 1024w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springville-MA-Fintech-Spend-Distribution-by-NAICS6.png?resize=300%2C74&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springville-MA-Fintech-Spend-Distribution-by-NAICS6.png?resize=768%2C189&amp;ssl=1 768w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /></p>
<p><strong>Savings institutions</strong> also account for most of the <strong>Fintech addressable market</strong> in neighboring <strong>Worcester</strong> metro (<strong>71%</strong>); but only 33% of Boston’s addressable market (although still is the top sub-sector).  In the neighboring <strong>Hartford CT</strong> metro (ranked 11<sup>th</sup>), savings institutions account for <strong>65%</strong> of the Fintech addressable market; and in the <strong>Portland ME</strong> metro (ranked 13<sup>th</sup>), <strong>67%</strong>.  So, indeed, savings institutions are popular in New England.</p>
<p>Although caution is always warranted when drilling down too deeply into market segments (due to low counts), this heat map reveals several interesting characteristics of the Springfield metro market:</p>
<p><em><span style="color: #60786b;">(The heat map shows per employee Fintech market size by employee size of location and sub-sector.  A darker color and larger size indicate a larger market size per employee).</span></em></p>
<p><img data-recalc-dims="1" loading="lazy" decoding="async" class="alignnone size-large wp-image-1012" src="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springfield-MA-Fintech-Heat-MapImage-5.png?resize=1024%2C664&#038;ssl=1" alt="Springfield MA metro area Fintech market size by location employee size" width="1024" height="664" srcset="https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springfield-MA-Fintech-Heat-MapImage-5.png?resize=1024%2C664&amp;ssl=1 1024w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springfield-MA-Fintech-Heat-MapImage-5.png?resize=300%2C195&amp;ssl=1 300w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springfield-MA-Fintech-Heat-MapImage-5.png?resize=768%2C498&amp;ssl=1 768w, https://i0.wp.com/www.kddanalytics.com/wp-content/uploads/2017/08/Springfield-MA-Fintech-Heat-MapImage-5.png?w=1201&amp;ssl=1 1201w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /></p>
<ul>
<li><strong>Savings Institutions</strong> have the <strong>largest Fintech market</strong> <strong>size per employee</strong> <strong>across all location sizes in which savings institutions operate</strong>;</li>
<li><strong>Fintech market size</strong> <strong>per employee</strong> <strong>for savings institutions</strong> <strong>is over $20,000,</strong> while the average for Springfield is $10,848;</li>
<li>While there are many other financial institutions in the smaller groups, <strong>savings institutions dominate the largest location sizes</strong>.</li>
</ul>
<h3><strong>Making use of this analysis</strong></h3>
<p>How is this information useful?  Suppose your company has a solution for savings institutions. The Springfield MA metro has 143 prospects.  It is very accessible to the rest of the major financial markets in the Northeast.  And it most likely is ignored by your competitors located in those markets.  These prospects are likely very accessible and would be a great beachhead, providing enough revenue and referenceable customers to launch your business.  Similarly, if your mission is to disrupt the savings and loan industry, then Springfield has a concentration of customers you can target.</p>
<p>As always, data have different stories to tell.  Revenue per employee can also be used as a metric for productivity within the segment.  If you’re selling technology to improve employee productivity, your best market would be at the low end of the range.  In this case, savings and loans in Springfield would <strong>not</strong> be the best sub-sector to target.</p>
<p>We’ll continue taking apart the data on Fintech and offering a few observations along the way.  If there’s an angle you’d like us to explore in a future post, <strong><a href="https://www.kddanalytics.com/contact/" target="_blank" rel="noopener">let us know</a></strong>.</p>
<p><span style="color: #60786b;"><em>This post was written with Tom Marsh, CTO at <a href="http://www.boulderequityanalytics.com" target="_blank" rel="noopener"><strong>Boulder Equity Analytics (BEA).</strong></a></em></span></p>
<a class="dpsp-click-to-tweet dpsp-style-1" href="https://twitter.com/intent/tweet?text=85%25+of+the+total+Fintech+market+in+Springfield+MA+is+attributable+to+savings+institutions.&url=https%3A%2F%2Fwww.kddanalytics.com%2Fsavings-institutions-fintech-market-size-springfield-ma%2F"><div class="dpsp-click-to-tweet-content">85% of the total Fintech market in Springfield MA is attributable to savings institutions.</div><div class="dpsp-click-to-tweet-footer"><span class="dpsp-click-to-tweet-cta"><span>Click to Tweet</span><i class="dpsp-network-btn dpsp-twitter"><span class="dpsp-network-icon"></span></i></span></div></a>
<p>The post <a href="https://www.kddanalytics.com/savings-institutions-fintech-market-size-springfield-ma/">Fintech, Savings and Loans and Springfield MA</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">1007</post-id>	</item>
		<item>
		<title>Information Technology Investment in the US Information Services Industry</title>
		<link>https://www.kddanalytics.com/information-technology-investment-us-information-services-industry/</link>
		
		<dc:creator><![CDATA[KDD]]></dc:creator>
		<pubDate>Wed, 01 Feb 2017 21:03:48 +0000</pubDate>
				<category><![CDATA[Data]]></category>
		<category><![CDATA[Data Analysis]]></category>
		<category><![CDATA[Industry Analysis]]></category>
		<category><![CDATA[Tableau]]></category>
		<category><![CDATA[cloud]]></category>
		<category><![CDATA[industry]]></category>
		<category><![CDATA[information technology]]></category>
		<category><![CDATA[investment per worker]]></category>
		<category><![CDATA[NAICS]]></category>
		<category><![CDATA[SaaS]]></category>
		<category><![CDATA[SIC]]></category>
		<category><![CDATA[software]]></category>
		<category><![CDATA[storage equipment]]></category>
		<guid isPermaLink="false">http://www.kddanalytics.com/?p=662</guid>

					<description><![CDATA[<p>As we saw in an earlier article, the Information Services industry is the most &#8220;intensive&#8221; user of information technology (IT).  In 2015, the Information Services industry invested (per worker) over 8 times has much as the average and nearly 300 times as much as the least intensive industry. This is not just a single year&#8230;</p>
<p>The post <a href="https://www.kddanalytics.com/information-technology-investment-us-information-services-industry/">Information Technology Investment in the US Information Services Industry</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>As we saw in an <strong><a href="https://www.kddanalytics.com/us-information-technology-investment-per-worker/" target="_blank">earlier article</a></strong>, the <strong>Information</strong> <strong>Services</strong> industry is the most &#8220;intensive&#8221; user of information technology (IT).  In 2015, the <strong>Information Services</strong> industry <strong>invested (per worker) over 8 times</strong> has much as the average and <strong>nearly 300 times as much</strong> as the least intensive industry.</p>
<p>This is not just a single year phenomenon but the result of strong upward trends in IT investment by the <strong>Information</strong> <strong>Services</strong> industry since at least 2000.</p>
<h3>The information services industry</h3>
<p>The industry classification system used by the US government largely changed in 1997.  As a result of <strong><a href="https://en.wikipedia.org/wiki/North_American_Free_Trade_Agreement" target="_blank">NAFTA</a></strong>, Canada, Mexico and the US collaborated on a new classification system called the North American Industrial Classification System (<strong><a href="http://www.census.gov/cgi-bin/sssd/naics/naicsrch" target="_blank">NAICS</a></strong>) (the US was previously using the Standard Industrial Classification (<strong><a href="https://www.osha.gov/pls/imis/sicsearch.html" target="_blank">SIC</a></strong>) system).   Many sub-industries were reorganized in the new system.  And a new &#8220;industry&#8221; was created representing sub-industries involved in some way with providing  &#8220;information&#8221; services.</p>
<p>Although there are officially six, 3-digit NAICS <strong>Information</strong> <strong>Services</strong> sub-industries, the US Bureau of Economic Analysis (<strong><a href="http://bea.gov/" target="_blank">BEA</a></strong>) collapses these into four:  <strong>Broadcasting &amp; Telecommunications</strong>, <strong>Information &amp; Data Processing</strong>, <strong>Motion Picture &amp; Sound Recording </strong>and<strong> Publishing</strong>.  Since our investment data come from the BEA, we will focus on these four sub-industries here.</p>
<h3>Software investment</h3>
<p>One of the IT investment themes in recent years has been the transition to &#8220;cloud-based&#8221; solutions.  In the case of software, Software as a Service (<strong><a href="https://en.wikipedia.org/wiki/Software_as_a_service" target="_blank">SaaS</a></strong>) is supplanting software installed on local computers (aka &#8220;packaged software&#8221;).   The BEA does not break out SaaS spending from other types of software investment.  So, unfortunately, we cannot tell whether SaaS is simply cannibalizing packaged software or whether it is contributing to net growth.</p>
<p>However, we <u>can</u> see that there has been <strong>strong growth in software investment</strong> in the <strong>Information</strong> <strong>Services</strong> industry since 2000.  As the interactive dashboard below shows, <strong>software investment grew</strong><strong> by 9.8% per year per worker</strong> (measured in 2009 $) between 2000 and 2015, the most current year for which BEA data are available.  This is higher than the national average rate of growth in software investment of 7.9%.</p>
<p><span style="color: #008000;"><em>As you read our analysis below, <strong>we invite you to follow along</strong> by making changes to the dashboard to show the trends we are discussing.  <strong>Changes are made in the &#8220;filters</strong><strong>&#8220;</strong> &#8220;Select industry&#8221;, &#8220;Select years&#8221; and &#8220;Select investment type&#8221; <strong>found at the top of the dashboard</strong>.  Also selecting &#8220;Select sub-industry to highlight&#8221; will bring the selected sub-industries to the forefront in the bottom two line charts.<br />
</em></span></p>
<div id="viz1481675965285" class="tableauPlaceholder" style="position: relative; left: 35px;"><noscript><a href='#'><img data-recalc-dims="1" alt='BEA US IT Investment per Worker ' src="https://i0.wp.com/public.tableau.com/static/images/BE/BEAUSITInvestmentperWorkerHistorical/DB-InvperWorkerblog/1_rss.png?ssl=1" style='border: none' /></a></noscript><object class="tableauViz" style="display: none;" width="300" height="5"><param name="host_url" value="https%3A%2F%2Fpublic.tableau.com%2F" /><param name="site_root" value="" /><param name="name" value="BEAUSITInvestmentperWorkerHistorical/DB-InvperWorkerblog" /><param name="tabs" value="no" /><param name="toolbar" value="yes" /><param name="static_image" value="https://public.tableau.com/static/images/BE/BEAUSITInvestmentperWorkerHistorical/DB-InvperWorkerblog/1.png" /><param name="animate_transition" value="yes" /><param name="display_static_image" value="yes" /><param name="display_spinner" value="yes" /><param name="display_overlay" value="yes" /><param name="display_count" value="yes" /></object></div>
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There is wide variation, however, within the <strong>Information</strong> <strong>Services</strong> industry.  Software investment by the <strong>Information &amp; Data Processing</strong> sub-industry has been <strong>growing by a whopping 15.9% per year per worker since 2000</strong>.  However, this has moderated some in recent years (<strong>8.0% per year over the 2010 to 2015 period</strong>).  In 2015, the <strong>Information &amp; Data Processing</strong> sub-industry invested over <strong>$65,000 per worker in software</strong> (2009 $).</p>
<p>At the other end of the scale, <strong>Broadcasting &amp; Telecommunications</strong> has been investing at only a <strong>3.5% annual rate</strong> since 2000 (5.1% since 2010).  In 2015, this sub-industry was investing over <strong>$12,000 per worker</strong> in software.</p>
<h3>Storage investment</h3>
<p>Another but related IT investment theme has been the <strong>transition away from physical storage to virtual or cloud-based storage</strong>&#8230;think <strong><a href="https://en.wikipedia.org/wiki/Dropbox_(service)" target="_blank">DropBox</a></strong>.  As we saw in a previous article, according to BEA data, total investment in physical storage (in 2009 $) began to decline in the US private sector in 2000.</p>
<p>However, not all industries (and sub-industries) have shown the same effect.  In the <strong>Information</strong> <strong>Services</strong> industry, physical storage investment per worker has <strong>declined by 1.4% per year since 2000 (3.8% since 2010)</strong>.  <span style="color: #008000;"><em>Use the &#8220;Select investment type&#8221; filter to affect this change in the dashboard.</em></span></p>
<p>The<strong> Information &amp; Data Processing</strong> sub-industry continued to invest in physical storage at a 6.7% annual rate since 2000.  It was the disinvestment by the <strong>Broadcasting &amp; Telecommunications</strong> sub-industry (-7.3% per year) that is reflected in the overall <strong>Information Services</strong> industry negative growth of 1.4% per year.</p>
<p>However, in recent years, <strong>since 2010</strong>, the annual rate of change in storage investment has been <strong>negative across the entire Information Services industry</strong>, with <strong>Motion Picture &amp; Sound Recording</strong> sub-industry leading the charge at <strong>-19.1% per year</strong>.</p>
<h3>Other stories</h3>
<p>There are many more stories the data can tell.  And we invite you to play with this dashboard to uncover them.</p>
<p>For example, a <strong><a href="https://www.kddanalytics.com/healthcare-information-technology-investment-trends" target="_blank">previous article</a></strong> discussed investment trends in the <strong>Healthcare</strong> industry.  Does using investment <span style="text-decoration: underline;">per worker</span> (the above dashboard) change any of our conclusions in that article?</p>
<p><strong><a href="https://www.kddanalytics.com/contact/" target="_blank">Drop us a line</a></strong> and let us know what you find.</p>
<a class="dpsp-click-to-tweet dpsp-style-1" href="https://twitter.com/intent/tweet?text=In+2015%2C+the+Information+%26amp%3B+Data+Processing+sub-industry+invested+over+%2465%2C000+per+worker+in+software+%282009+%24%29.&url=https%3A%2F%2Fwww.kddanalytics.com%2Finformation-technology-investment-us-information-services-industry%2F"><div class="dpsp-click-to-tweet-content">In 2015, the Information &amp; Data Processing sub-industry invested over $65,000 per worker in software (2009 $).</div><div class="dpsp-click-to-tweet-footer"><span class="dpsp-click-to-tweet-cta"><span>Click to Tweet</span><i class="dpsp-network-btn dpsp-twitter"><span class="dpsp-network-icon"></span></i></span></div></a>
<p>The post <a href="https://www.kddanalytics.com/information-technology-investment-us-information-services-industry/">Information Technology Investment in the US Information Services Industry</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">662</post-id>	</item>
		<item>
		<title>US Information Technology Investment per Worker</title>
		<link>https://www.kddanalytics.com/us-information-technology-investment-per-worker/</link>
		
		<dc:creator><![CDATA[KDD]]></dc:creator>
		<pubDate>Tue, 06 Dec 2016 19:48:32 +0000</pubDate>
				<category><![CDATA[Data]]></category>
		<category><![CDATA[Data Analysis]]></category>
		<category><![CDATA[Industry Analysis]]></category>
		<category><![CDATA[Tableau]]></category>
		<category><![CDATA[B2B]]></category>
		<category><![CDATA[BEA]]></category>
		<category><![CDATA[industry]]></category>
		<category><![CDATA[information technology]]></category>
		<category><![CDATA[investment per worker]]></category>
		<category><![CDATA[NAICS]]></category>
		<category><![CDATA[SIC]]></category>
		<guid isPermaLink="false">http://www.kddanalytics.com/?p=656</guid>

					<description><![CDATA[<p>Investment in information technology by US businesses varies dramatically across industries.  On a per worker basis, the top industry invested over 300 times that invested by the bottom industry in 2015. Why does information technology investment per worker matter? While information technology (IT) investment per worker has grown over time across all industries, there clearly&#8230;</p>
<p>The post <a href="https://www.kddanalytics.com/us-information-technology-investment-per-worker/">US Information Technology Investment per Worker</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>Investment in information technology by US businesses varies dramatically across industries.  On a per worker basis, the top industry invested over <strong>300 times</strong> that invested by the bottom industry in 2015.</p>
<h3>Why does information technology investment per worker matter?</h3>
<p>While information technology (IT) investment per worker has grown over time across all industries, there clearly are industries that use IT more intensively in their production of goods and services.  Knowing how this intensity varies across industries can inform public policy decisions.  For example, the demand for labor may be impacted by the amount of IT workers have to work with.  Thus any policy (e.g. tax) targeting business investment decisions can have a differential effect on labor markets depending on the intensity with which IT is used.</p>
<p>Knowing how IT intensity varies across industries is also useful from a micro perspective.  How much ABC Corp located at 100 Main Street, Any Town USA spends on IT is probably unknown to B2B marketers.  However, knowing in which industry ABC Corp plays and how many employees work at the 100 Main Street location can yield a ball park estimate of how much ABC Corp can potentially spend on IT.</p>
<p>Such information would be quite useful for IT vendors selling into ABC Corp.</p>
<h3>Where does one find data on IT intensity?</h3>
<p>The big IT market research houses, such as <strong><a href="https://go.forrester.com/" target="_blank">Forrester</a></strong> and <strong><a href="http://www.idc.com/" target="_blank">IDC</a></strong>, provide industry-level estimates of IT spending.  But usually at an aggregated industry-level (e.g. 2-digit <strong><a href="http://www.census.gov/eos/www/naics/" target="_blank">NAICS</a></strong> or 1-digit <strong><a href="https://www.osha.gov/pls/imis/sicsearch.html" target="_blank">SIC</a></strong>).  And they are unlikely to provide employee counts.</p>
<p>Fortunately, the US Bureau of Economic Analysis (<strong><a href="http://www.bea.gov/" target="_blank">BEA</a></strong>) provides estimates of investment in IT &#8220;equipment&#8221; (computers, software and communications).  While they do not provide estimates of spending on IT services (e.g. IT consulting, system integration and outsourcing), the BEA data provide insights into how much businesses are spending on the three other main components of IT.</p>
<p>Moreover, the BEA provides these data at the sub-industry, 3-digit NAICS level; they provide estimates of employment at this same level of disaggregation; and they provide these data every year.</p>
<p>What more could a data junkie want?</p>
<h3>Information technology investment per worker (IT intensity)</h3>
<p>IT intensity is defined as gross investment in hardware, software and communication equipment per worker.  In 2015 (the last year for which data are available), IT intensity <strong>averaged about $3,100 per US private sector worker</strong> (in 2009 $).  This is <strong>3 times what it was in 1998</strong>.</p>
<p>However, this national <strong>average hides the dramatic variation across industries</strong>.  Below is an interactive dashboard which shows IT intensity expressed as an index (industry intensity/average intensity) for 2015.  Not surprisingly, the <strong>Information</strong> <strong>Services</strong> industry invested over <strong>8 times the national average</strong>; the <strong>Agriculture</strong> industry just .03 times.</p>
<div id="viz1479848778231" class="tableauPlaceholder" style="position: relative; left: 35px;"><noscript><a href='#'><img data-recalc-dims="1" alt='BEA US IT Investment per Worker 2015 ' src="https://i0.wp.com/public.tableau.com/static/images/BE/BEAUSITInvestmentperWorker2015/DB-InvperWorker2015/1_rss.png?ssl=1" style='border: none' /></a></noscript><object class="tableauViz" style="display: none;" width="300" height="5"><param name="host_url" value="https%3A%2F%2Fpublic.tableau.com%2F" /><param name="site_root" value="" /><param name="name" value="BEAUSITInvestmentperWorker2015/DB-InvperWorker2015" /><param name="tabs" value="no" /><param name="toolbar" value="yes" /><param name="static_image" value="https://public.tableau.com/static/images/BE/BEAUSITInvestmentperWorker2015/DB-InvperWorker2015/1.png" /><param name="animate_transition" value="yes" /><param name="display_static_image" value="yes" /><param name="display_spinner" value="yes" /><param name="display_overlay" value="yes" /><param name="display_count" value="yes" /></object></div>
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<p>Drilling down into the <strong>Information Services</strong> industry (<span style="color: #008000;"><em>click on the bar chart</em></span>) shows that it is the <strong>Data Processing</strong> and <strong>Broadcast and Telecommunications</strong> sub-industries that account for the lion&#8217;s share of <strong>Information Services</strong> industry investment (see the bottom chart).  Again, not too surprising.</p>
<p>The dashboard allows one to select the type of IT investment.  Selecting &#8220;Communications&#8221; reveals the intensity of investment in communications equipment (phone systems, internet and networking equipment).  Again, the <strong>Information</strong> <strong>Services</strong> industry leads the pack as a result of heavy investment in the <strong>Broadcast and Telecommunications</strong> sub-industries.</p>
<p>However, the bottom chart shows the ranking of all sub-industries (3-digit NAICS).  Interestingly, the <strong>Water Transport</strong> and <strong>Pipeline Transport</strong> industries are relatively intensive users of communications equipment.</p>
<p>If anyone knows why, <strong><a href="https://www.kddanalytics.com/contact/" target="_blank">drop us a line</a></strong>, we would like to know!</p>
<p>Other interesting findings&#8230;selecting &#8220;HW &#8211; Servers&#8221; reveals the intensity of investment in physical servers.  The top three sub-industries are <strong>Federal Reserve Banks</strong>, <strong>Rental and Leasing</strong> and <strong>Credit Intermediation</strong>.  At the 2-digit NAICS level, it is the <strong>Finance</strong> industry that is the top investor in servers, followed by the <strong>Wholesale</strong> industry.</p>
<p>We will leave it to the reader to play with the dashboard and uncover other interesting stories (e.g. in the <strong>Manufacturing</strong> industry, which sub-industry invests the most in storage equipment? in printers?).</p>
<h3>Takeaway</h3>
<p>Our takeaway is that although the &#8220;usual suspects&#8221; appear as high intensive users of IT, at the sub-industry (3-digit NAICS) level, <strong>there is wide and not always predictable variation</strong>.  Especially when drilling into the different categories of IT investment.</p>
<p>What is your takeaway?</p>
<p>In a future article, we will take up this subject again and examine in more detail how information technology investment per worker (IT intensity) has changed over time.</p>
<p>&nbsp;</p>
<a class="dpsp-click-to-tweet dpsp-style-1" href="https://twitter.com/intent/tweet?text=In+2015+IT+investment+per+worker+averaged+about+%243%2C100+%28in+2009+%24%29.+This+is+3x+what+it+was+in+1998.&url=https%3A%2F%2Fwww.kddanalytics.com%2Fus-information-technology-investment-per-worker%2F"><div class="dpsp-click-to-tweet-content">In 2015 IT investment per worker averaged about $3,100 (in 2009 $). This is 3x what it was in 1998.</div><div class="dpsp-click-to-tweet-footer"><span class="dpsp-click-to-tweet-cta"><span>Click to Tweet</span><i class="dpsp-network-btn dpsp-twitter"><span class="dpsp-network-icon"></span></i></span></div></a>
<p>The post <a href="https://www.kddanalytics.com/us-information-technology-investment-per-worker/">US Information Technology Investment per Worker</a> appeared first on <a href="https://www.kddanalytics.com">KDD Analytics</a>.</p>
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