For the Love of Data

003 The Data of Taxes – For the Love of Data


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Huge thanks to @Deepak90Mittal for hanging out with me on this episode!

News Prologue:

  1. Gartner’s Magic Quadrant for BI is out – overhauled methodology, Oracle is out; Tableau and Microsoft (PowerBI) reign supreme!
    • https://www.gartner.com/doc/reprints?id=1-2XXET8P&ct=160204&st=sb)
    • SQL Server on Linux! = millions of geeks rejoice and it may spell the end of Windows in the data center.
      • http://blogs.microsoft.com/blog/2016/03/07/announcing-sql-server-on-linux/
      • http://www.theregister.co.uk/2016/03/14/microsoft_sql_server_linux_not_insane/
      • Excel is the most popular DataViz tool by a longshot, followed by Python, D3, and Tableau
        • http://www.randalolson.com/2016/03/11/what-data-visualization-tools-do-rdataisbeautiful-oc-creators-use/
        • A) 2016 State Comparison:

          • http://taxfoundation.org/sites/taxfoundation.org/files/docs/FF16_FINAL.pdf
          • http://taxfoundation.org/article/tax-freedom-day-2015-april-24th
            1. What you should drink Where – comparison of per gallon taxes on beer, wine and spirits converted to a per drink equivalency
              1. Beer – Missouri
              2. Wine – Lousiana
              3. Liquor – Missouri
              4. Best overall: Missouri, Wisconsin, California, Texas
              5. <a href='http://www.fortheloveofdata.com/?p=49'><img alt='Comparison by Type ' src='https://public.tableau.com/static/images/Be/BeerWineSpiritsTaxesbyState/ComparisonbyType/1_rss.png' style='border: none' /></a>
              6. Tax Freedom Day (a.k.a., Working for the Man) –
              7. Interesting way to look at taxes – how long you have to work to cover federal, state, and local taxes for the year.
              8. Gas Prices – Texas is pretty low (#42) on gas taxes! PA is #1; NY is #3; CA is #5
              9. Gas tax rates 2016: http://taxfoundation.org/blog/state-gasoline-tax-rates-2016


                B) Federal Income Tax Stats

                • http://taxfoundation.org/article/summary-latest-federal-income-tax-data-2015-update
                • A rough calculation of the rate at which individual tax returns are filed within the US:

                  Start of Year:  
                  1/1/2016
                  Filing Date:
                  4/18/2016
                  Days Elapsed:
                  108
                  Total Est. Returns (using 2013 #):
                  138,313,155
                  Total filed per day*:
                                    1,280,677
                  Total filed per hour*:
                                          53,362
                  Total filed per minute*:
                  889
                  Total filed per second*:
                  15
                  * All calculations rounded to nearest whole number

                  Key Findings from the report (mostly using data from 2013):

                  • In 2012, the top 50 percent of all taxpayers (69.2 million filers) paid 97.2 percent of all income taxes while the bottom 50 percent paid the remaining 2.8 percent.
                  • The top 1 percent (1.3 million filers) paid a greater share of income taxes (37.8 percent) than the bottom 90 percent (124.5 million filers) combined (30.2 percent).
                  • The top 1 percent of taxpayers paid a higher effective income tax rate than any other group, at 27.1 percent, which is over 8 times higher than taxpayers in the bottom 50 percent (3.3 percent).
                  • ...more
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