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Recent Trends in US Multinational Activity

Summary: We examine recent trends in the activities of US multinationals and their foreign affiliates using data from the Bureau of Economic Analysis’s annual survey of US direct investment abroad. Since the passage of the Tax Cuts and Jobs Act (TCJA), multinational activity has become more domestically concentrated, continuing a trend that started before the legislation. This has coincided with a decline in the US effective corporate tax rate and relatively stable foreign effective tax rates.

Key Points

  • Since the passage of TCJA, multinationals have increased the share of their economic activity in the United States relative to foreign countries, although this continues a trend that predates the legislation. Multinationals’ income tax paid to the US, however, has fallen relative to foreign income taxes, likely because of the TCJA’s reduction of the US corporate tax rate.

  • Prior to TCJA, foreign affiliate effective tax rates declined relative to the US parents’ domestic tax rate. After TCJA, multinationals face similar effective income tax rates on their US and foreign activities.

  • The geographic distribution of profits has remained relatively stable since the passage of TCJA. Ireland continues to appear as an outlier in terms of the location of US foreign income.

  • Industries commonly highlighted in the profit shifting debate, including tech firms and pharmaceutical manufacturers, have continued to benefit from low foreign effective tax rates since 2018.


Recent Trends in US Multinational Activity

Background

The Bureau of Economic Analysis (BEA) conducts annual surveys of US direct investment abroad, which form the basis for its annual publication of statistics on the worldwide activities of US multinational enterprises (commonly referred to as AMNE statistics). This data provides some of the most detailed information available to the public regarding the activity of US multinational enterprises (MNEs) and their foreign affiliates and covers a wide range of economic activities. This allows researchers to examine concepts such as the geographic and industrial distribution of payroll, capital investment, research and development, income, and taxes of these firms both domestically and abroad.

The BEA releases this data with a considerable lag—the current release, which provides information through 2021, was published only recently in November 2023. In the past, PWBM has leveraged BEA’s AMNE data to examine the initial response of multinational activity to TCJA. Given that the BEA data now provides information for a full four years after that bill passed, this brief revisits and extends that analysis to examine how the behavior of US MNEs evolved in the years surrounding its enactment.

Aggregate trends in domestic and foreign activities of US multinationals

Figure 1 shows the evolution of several key economic indicators for US parent corporations’ domestic activities compared to their foreign affiliates.1 Over the past decade, US multinationals have demonstrated stronger growth at home than abroad across a range of indicators of real economic activity, including sales, value added, capital investment, and payroll.

In contrast to the strong growth of domestic real activity, the amount of domestic income tax paid by US multinationals declined steadily from their peak in 2014 until 2020. Although this trend began earlier, the bulk of the decline occurred after the passage of TCJA, which reduced the US corporate income tax rate from 35 percent in the top bracket to a flat rate of 21 percent.

Figure 1. Activity of US Parents and Their Foreign Affiliates

Billions of Dollars

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Notes: The open white points indicate benchmark survey years, in which more comprehensive data is collected.
Figures for net income in panel (b) are adjusted to remove double counting in the original data. Due to data limitations, this adjustment is only possible for US parents in benchmark survey years. For non-benchmark survey years, adjusted net income is imputed using profit-type return. The unadjusted figures are shown by the dashed lines in panel (b).
Affiliate data is for majority-owned foreign affiliates.
Source: Bureau of Economic Analysis, Activities of Multinational Enterprises.

Did US multinationals bring economic activity home after the enactment of TCJA?

To formalize the analysis of TCJA’s impact, Figure 2 examines whether the US share of the major indicators shown in Figure 1 departed from pre-TCJA trends after the law’s enactment. The blue line in each panel provides the pre-TCJA trendline for the US parent’s share of aggregated US and foreign activity. The area in grey provides a confidence interval for this trendline.

For most indicators, the post-TCJA evolution of the US share of economic activity follows the pre-TCJA trend of MNEs increasingly concentrating activity in US parent companies. There are two exceptions to this observation.

First, after TCJA, MNEs increased their share of research and development conducted domestically. This effect may have been driven in part by anticipation of the TCJA’s modification of the tax treatment of R&D spending, which reduced the tax benefits it provides but only beginning in 2022. If so, this increase in the domestic R&D share was likely temporary and may already be shifting back to the pre-TCJA trend, as suggested by the decline in 2021.

Second, the share of corporate income taxes paid by US parents of MNEs has fallen dramatically since TCJA, likely because of the lower US corporate rate that the legislation introduced.

Figure 2. US Share of Multinational Activity

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Notes: The dashed vertical line indicates the year in which the TCJA was enacted. Trend lines are fitted to pre-TCJA data and extrapolated for the post-TCJA period.
The open white points indicate benchmark survey years, in which more comprehensive data is collected.
Affiliate data is for majority-owned foreign affiliates.
Source: Penn Wharton Budget Model and Bureau of Economic Analysis, Activities of Multinational Enterprises.

Foreign and Domestic Effective Tax Rates

In addition to lowering the US corporate income tax rate, TCJA also introduced a new tax regime for foreign income earned by US multinationals. Figure 3 compares the evolution the effective tax rate on multinationals’ US parent activities (that is, under the US corporate income tax) with the effective tax rate paid by US multinationals’ foreign affiliates.2The aggregate effective tax rate combines income and taxes from both US parents and their foreign affiliates.

Prior to the enactment of TCJA, the global effective tax rate of MNEs was declining. This was driven by a declining foreign effective tax rate and a stable US effective tax rate. Afterward, the effective tax rate declined more sharply, driven by a sharp decrease in the US effective tax rate and a stabilization of the foreign effective tax rate. This finding complements our October 2023 analysis of US tax revenue from foreign affiliates, which showed that the TCJA’s new tax regime for foreign income did not increase US tax revenue on multinationals’ foreign income.

Figure 3. Aggregate Foreign and Domestic Effective Tax Rates

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Notes: The open white points indicate benchmark survey years, in which more comprehensive data is collected.
Affiliate data is for majority-owned foreign affiliates.
Source: Penn Wharton Budget Model and Bureau of Economic Analysis, Activities of Multinational Enterprises.

US Multinational Tax Rates and Profits by Country and Industry

One of the major strengths of BEA’s AMNE data is the level of detail it provides regarding the geographic and industrial distribution of US multinational activity.

Figure 4 leverages this detail to examine the location of MNEs’ foreign earnings and how it has evolved since TCJA. It plots country-level effective tax rates for the specified period against foreign earnings.3 We divide this plot into four quadrants by plotting the average foreign effective tax rate for the whole sample (the vertical dashed line) and the median country’s foreign earnings (the horizontal dashed line). The upper left quadrant contains recognizable tax havens that have become well known to international tax practitioners. Ireland is the clearest outlier, booking the largest amount of foreign earnings with an effective tax rate of about 6.1% for the 2009-2021 period. Other notable havens in the upper left quadrant include Switzerland, the UK Caribbean Islands (including the Cayman Islands), and Bermuda.

Examining how the position of countries has changed before and after TCJA reveals that the distribution of tax havens has remained relatively stable.

Figure 4: Foreign Effective Tax Rates and Profits by Country

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Notes: Pretax income is adjusted to remove double counting in the original data.
The vertical dashed line shows average foreign effective tax rate across countries; the horizontal dashed line shows the median adjusted pretax income of affiliates across countries.
Data is for majority-owned foreign affiliates.
Source: Penn Wharton Budget Model and Bureau of Economic Analysis, Activities of Multinational Enterprises.

Figure 5 examines the distribution of industry-level foreign effective tax rates, based on the BEA industry classification of the US parent corporation. The plot highlights industries in sectors that are at the center of discussions of international profit shifting: industries in blue have US parents that operate in the Chemicals sector (including pharmaceutical manufacturers), industries in orange have US parents classified in a Computer Manufacturing sector, and industries in red have US parents classified in the Information sector.4 The latter two sectors can be thought of as a rough proxy for the tech industry, which makes use of easily transferable IP that can be used to shift profits.

As in Figure 4, this plot provides a natural way of identifying important observations (in this case, industries) that face low foreign effective rates. Notably, many of the highlighted industries appear in a cluster toward the upper left quadrant. As with the country-level analysis above, the general structure of the types of US firms that benefit from low foreign effective tax rates does not appear to have significantly changed since the enactment of TCJA.

Figure 5: Foreign Effective Tax Rates and Profits by Industry of the US Parent

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Notes: Pretax income is adjusted to remove double counting in the original data.
Data is for majority-owned foreign affiliates.
Source: Penn Wharton Budget Model and Bureau of Economic Analysis, Activities of Multinational Enterprises.



Note: This analysis was updated on April 24, 2024 with improved estimates of tax rates that use an imputation procedure to adjust for double-counting in net income of foreign affiliates.


This analysis was produced by Lysle Boller. Mariko Paulson prepared the brief for the website.


  1. To compute net income, we make sure to remove equity income as recommended by Blouin and Robinson (2021). Net income without this adjustment is shown in the dashed lines for this figure. Without this adjustment, researchers may dramatically overestimate the extent of income earned by US multinationals.  ↩

  2. To construct the effective tax rate metric, we divide income taxes by adjusted pretax income as defined by Blouin and Robinson (2021). This data is collected from the foreign affiliate and US parent income statements.  ↩

  3. As before, we use adjusted pretax income and compute an annual average for each country.  ↩

  4. We also highlight in orange a services industry that is related to computing, “Computer systems design and related services,” even though it is not technically classified within the BEA’s “Computer Manufacturing” sector.  ↩

  Year	name	value	type	unadjusted	Reference Year	group
  2009	Value added	2595.776	US Parent	Adjusted	Yes	1
  2009	Capital expenditures	431.796	US Parent	Adjusted	Yes	2
  2009	Sales	9208.797	US Parent	Adjusted	Yes	3
  2009	R&D	207.297	US Parent	Adjusted	Yes	4
  2009	Compensation of employees	1590.589	US Parent	Adjusted	Yes	5
  2009	Net income	622.375	US Parent	Unadjusted	Yes	6
  2009	Income taxes	135.995	US Parent	Adjusted	Yes	7
  2009	Adjusted profit-type return	475.856	US Parent	Adjusted	Yes	8
  2009	Net income	316.474	US Parent	Adjusted	Yes	9
  2010	Value added	2948.661	US Parent	Adjusted	No	1
  2010	Capital expenditures	441.053	US Parent	Adjusted	No	2
  2010	Sales	9774.337	US Parent	Adjusted	No	3
  2010	R&D	205.674	US Parent	Adjusted	No	4
  2010	Compensation of employees	1618.713	US Parent	Adjusted	No	5
  2010	Net income	909.686	US Parent	Unadjusted	No	6
  2010	Income taxes	202.855	US Parent	Adjusted	No	7
  2010	Adjusted profit-type return	717.589	US Parent	Adjusted	No	8
  2010	Net income	456.944484	US Parent	Adjusted	No	9
  2011	Value added	3160.862	US Parent	Adjusted	No	1
  2011	Capital expenditures	527.828	US Parent	Adjusted	No	2
  2011	Sales	10593.201	US Parent	Adjusted	No	3
  2011	R&D	220.279	US Parent	Adjusted	No	4
  2011	Compensation of employees	1692.811	US Parent	Adjusted	No	5
  2011	Net income	1061.776	US Parent	Unadjusted	No	6
  2011	Income taxes	217.634	US Parent	Adjusted	No	7
  2011	Adjusted profit-type return	859.949	US Parent	Adjusted	No	8
  2011	Net income	570.2018834	US Parent	Adjusted	No	9
  2012	Value added	3249.145	US Parent	Adjusted	No	1
  2012	Capital expenditures	584.429	US Parent	Adjusted	No	2
  2012	Sales	10935.873	US Parent	Adjusted	No	3
  2012	R&D	232.955	US Parent	Adjusted	No	4
  2012	Compensation of employees	1772.517	US Parent	Adjusted	No	5
  2012	Net income	994.67	US Parent	Unadjusted	No	6
  2012	Income taxes	223.832	US Parent	Adjusted	No	7
  2012	Adjusted profit-type return	812.511	US Parent	Adjusted	No	8
  2012	Net income	522.5876315	US Parent	Adjusted	No	9
  2013	Value added	3487.281	US Parent	Adjusted	No	1
  2013	Capital expenditures	593.986	US Parent	Adjusted	No	2
  2013	Sales	11201.01	US Parent	Adjusted	No	3
  2013	R&D	242.327	US Parent	Adjusted	No	4
  2013	Compensation of employees	1812.968	US Parent	Adjusted	No	5
  2013	Net income	1152.824	US Parent	Unadjusted	No	6
  2013	Income taxes	282.903	US Parent	Adjusted	No	7
  2013	Adjusted profit-type return	1051.108	US Parent	Adjusted	No	8
  2013	Net income	681.9581325	US Parent	Adjusted	No	9
  2014	Value added	3889.485	US Parent	Adjusted	Yes	1
  2014	Capital expenditures	722.346	US Parent	Adjusted	Yes	2
  2014	Sales	13000.381	US Parent	Adjusted	Yes	3
  2014	R&D	275.477	US Parent	Adjusted	Yes	4
  2014	Compensation of employees	2116.998	US Parent	Adjusted	Yes	5
  2014	Net income	1251.664	US Parent	Unadjusted	Yes	6
  2014	Income taxes	331.712	US Parent	Adjusted	Yes	7
  2014	Adjusted profit-type return	1159.189	US Parent	Adjusted	Yes	8
  2014	Net income	789.31	US Parent	Adjusted	Yes	9
  2015	Value added	3949.236	US Parent	Adjusted	No	1
  2015	Capital expenditures	712.568	US Parent	Adjusted	No	2
  2015	Sales	12522.977	US Parent	Adjusted	No	3
  2015	R&D	277.787	US Parent	Adjusted	No	4
  2015	Compensation of employees	2191.54	US Parent	Adjusted	No	5
  2015	Net income	1047.661	US Parent	Unadjusted	No	6
  2015	Income taxes	300.987	US Parent	Adjusted	No	7
  2015	Adjusted profit-type return	994.195	US Parent	Adjusted	No	8
  2015	Net income	615.3810937	US Parent	Adjusted	No	9
  2016	Value added	3916.185	US Parent	Adjusted	No	1
  2016	Capital expenditures	641.469	US Parent	Adjusted	No	2
  2016	Sales	12616.391	US Parent	Adjusted	No	3
  2016	R&D	289.392	US Parent	Adjusted	No	4
  2016	Compensation of employees	2199.969	US Parent	Adjusted	No	5
  2016	Net income	1135.731	US Parent	Unadjusted	No	6
  2016	Income taxes	288.815	US Parent	Adjusted	No	7
  2016	Adjusted profit-type return	1069.145	US Parent	Adjusted	No	8
  2016	Net income	692.7218509	US Parent	Adjusted	No	9
  2017	Value added	3901.789	US Parent	Adjusted	No	1
  2017	Capital expenditures	666.167	US Parent	Adjusted	No	2
  2017	Sales	13438.681	US Parent	Adjusted	No	3
  2017	R&D	298.985	US Parent	Adjusted	No	4
  2017	Compensation of employees	2238.621	US Parent	Adjusted	No	5
  2017	Net income	1283.306	US Parent	Unadjusted	No	6
  2017	Income taxes	233.927	US Parent	Adjusted	No	7
  2017	Adjusted profit-type return	995.778	US Parent	Adjusted	No	8
  2017	Net income	676.3175001	US Parent	Adjusted	No	9
  2018	Value added	4212.291	US Parent	Adjusted	No	1
  2018	Capital expenditures	723.104	US Parent	Adjusted	No	2
  2018	Sales	14338.829	US Parent	Adjusted	No	3
  2018	R&D	322.946	US Parent	Adjusted	No	4
  2018	Compensation of employees	2344.056	US Parent	Adjusted	No	5
  2018	Net income	1455.129	US Parent	Unadjusted	No	6
  2018	Income taxes	212.147	US Parent	Adjusted	No	7
  2018	Adjusted profit-type return	1143.253	US Parent	Adjusted	No	8
  2018	Net income	826.5701328	US Parent	Adjusted	No	9
  2019	Value added	4231.635	US Parent	Adjusted	Yes	1
  2019	Capital expenditures	731.172	US Parent	Adjusted	Yes	2
  2019	Sales	14658.889	US Parent	Adjusted	Yes	3
  2019	R&D	349.035	US Parent	Adjusted	Yes	4
  2019	Compensation of employees	2407.331	US Parent	Adjusted	Yes	5
  2019	Net income	1526.779	US Parent	Unadjusted	Yes	6
  2019	Income taxes	195.052	US Parent	Adjusted	Yes	7
  2019	Adjusted profit-type return	1203.522	US Parent	Adjusted	Yes	8
  2019	Net income	845.36	US Parent	Adjusted	Yes	9
  2020	Value added	3966.261	US Parent	Adjusted	No	1
  2020	Capital expenditures	676.275	US Parent	Adjusted	No	2
  2020	Sales	14015.682	US Parent	Adjusted	No	3
  2020	R&D	367.59	US Parent	Adjusted	No	4
  2020	Compensation of employees	2438.171	US Parent	Adjusted	No	5
  2020	Net income	1013.629	US Parent	Unadjusted	No	6
  2020	Income taxes	139.634	US Parent	Adjusted	No	7
  2020	Adjusted profit-type return	684.632	US Parent	Adjusted	No	8
  2020	Net income	483.8107254	US Parent	Adjusted	No	9
  2021	Value added	5066.227	US Parent	Adjusted	No	1
  2021	Capital expenditures	728.766	US Parent	Adjusted	No	2
  2021	Sales	16196.086	US Parent	Adjusted	No	3
  2021	R&D	402.69	US Parent	Adjusted	No	4
  2021	Compensation of employees	2594.291	US Parent	Adjusted	No	5
  2021	Net income	2195.352	US Parent	Unadjusted	No	6
  2021	Income taxes	306.533	US Parent	Adjusted	No	7
  2021	Adjusted profit-type return	1979.017	US Parent	Adjusted	No	8
  2021	Net income	1484.71315	US Parent	Adjusted	No	9
  2009	Sales	4783.647	Foreign Affiliates	Adjusted	Yes	10
  2009	Net income	778.787	Foreign Affiliates	Unadjusted	Yes	11
  2009	Net income	252.434	Foreign Affiliates	Adjusted	Yes	12
  2009	Income taxes	109.424	Foreign Affiliates	Adjusted	Yes	13
  2009	Value added	1144.957	Foreign Affiliates	Adjusted	Yes	14
  2009	Capital expenditures	167.066	Foreign Affiliates	Adjusted	Yes	15
  2009	R&D	39.205	Foreign Affiliates	Adjusted	Yes	16
  2009	Compensation of employees	482.041	Foreign Affiliates	Adjusted	Yes	17
  2009	Adjusted profit-type return	369.539	Foreign Affiliates	Adjusted	Yes	18
  2010	Sales	5168.635	Foreign Affiliates	Adjusted	No	10
  2010	Net income	1026.365	Foreign Affiliates	Unadjusted	No	11
  2010	Net income	357.815	Foreign Affiliates	Adjusted	No	12
  2010	Income taxes	130	Foreign Affiliates	Adjusted	No	13
  2010	Value added	1242.237	Foreign Affiliates	Adjusted	No	14
  2010	Capital expenditures	166.384	Foreign Affiliates	Adjusted	No	15
  2010	R&D	39.887	Foreign Affiliates	Adjusted	No	16
  2010	Compensation of employees	493.629	Foreign Affiliates	Adjusted	No	17
  2010	Adjusted profit-type return	496.284	Foreign Affiliates	Adjusted	No	18
  2011	Sales	5912.702	Foreign Affiliates	Adjusted	No	10
  2011	Net income	1098.52	Foreign Affiliates	Unadjusted	No	11
  2011	Net income	401.392	Foreign Affiliates	Adjusted	No	12
  2011	Income taxes	163.878	Foreign Affiliates	Adjusted	No	13
  2011	Value added	1415.892	Foreign Affiliates	Adjusted	No	14
  2011	Capital expenditures	188.819	Foreign Affiliates	Adjusted	No	15
  2011	R&D	44.684	Foreign Affiliates	Adjusted	No	16
  2011	Compensation of employees	538.721	Foreign Affiliates	Adjusted	No	17
  2011	Adjusted profit-type return	573.416	Foreign Affiliates	Adjusted	No	18
  2012	Sales	5942.859	Foreign Affiliates	Adjusted	No	10
  2012	Net income	1066.376	Foreign Affiliates	Unadjusted	No	11
  2012	Net income	384.927	Foreign Affiliates	Adjusted	No	12
  2012	Income taxes	152.667	Foreign Affiliates	Adjusted	No	13
  2012	Value added	1414.679	Foreign Affiliates	Adjusted	No	14
  2012	Capital expenditures	217.951	Foreign Affiliates	Adjusted	No	15
  2012	R&D	44.983	Foreign Affiliates	Adjusted	No	16
  2012	Compensation of employees	555.862	Foreign Affiliates	Adjusted	No	17
  2012	Adjusted profit-type return	546.599	Foreign Affiliates	Adjusted	No	18
  2013	Sales	6001.943	Foreign Affiliates	Adjusted	No	10
  2013	Net income	1044.636	Foreign Affiliates	Unadjusted	No	11
  2013	Net income	372.825	Foreign Affiliates	Adjusted	No	12
  2013	Income taxes	138.607	Foreign Affiliates	Adjusted	No	13
  2013	Value added	1394.826	Foreign Affiliates	Adjusted	No	14
  2013	Capital expenditures	223.16	Foreign Affiliates	Adjusted	No	15
  2013	R&D	49.221	Foreign Affiliates	Adjusted	No	16
  2013	Compensation of employees	563.542	Foreign Affiliates	Adjusted	No	17
  2013	Adjusted profit-type return	520.912	Foreign Affiliates	Adjusted	No	18
  2014	Sales	6504.909	Foreign Affiliates	Adjusted	Yes	10
  2014	Net income	1166.223	Foreign Affiliates	Unadjusted	Yes	11
  2014	Net income	419.309	Foreign Affiliates	Adjusted	Yes	12
  2014	Income taxes	133.164	Foreign Affiliates	Adjusted	Yes	13
  2014	Value added	1490.153	Foreign Affiliates	Adjusted	Yes	14
  2014	Capital expenditures	245.247	Foreign Affiliates	Adjusted	Yes	15
  2014	R&D	55.278	Foreign Affiliates	Adjusted	Yes	16
  2014	Compensation of employees	632.546	Foreign Affiliates	Adjusted	Yes	17
  2014	Adjusted profit-type return	564.477	Foreign Affiliates	Adjusted	Yes	18
  2015	Sales	5950.947	Foreign Affiliates	Adjusted	No	10
  2015	Net income	1064.921	Foreign Affiliates	Unadjusted	No	11
  2015	Net income	337.024	Foreign Affiliates	Adjusted	No	12
  2015	Income taxes	91.422	Foreign Affiliates	Adjusted	No	13
  2015	Value added	1358.772	Foreign Affiliates	Adjusted	No	14
  2015	Capital expenditures	214.815	Foreign Affiliates	Adjusted	No	15
  2015	R&D	56.096	Foreign Affiliates	Adjusted	No	16
  2015	Compensation of employees	611.564	Foreign Affiliates	Adjusted	No	17
  2015	Adjusted profit-type return	437.962	Foreign Affiliates	Adjusted	No	18
  2016	Sales	5800.836	Foreign Affiliates	Adjusted	No	10
  2016	Net income	1023.223	Foreign Affiliates	Unadjusted	No	11
  2016	Net income	333.624	Foreign Affiliates	Adjusted	No	12
  2016	Income taxes	86.941	Foreign Affiliates	Adjusted	No	13
  2016	Value added	1302.066	Foreign Affiliates	Adjusted	No	14
  2016	Capital expenditures	195.087	Foreign Affiliates	Adjusted	No	15
  2016	R&D	54.307	Foreign Affiliates	Adjusted	No	16
  2016	Compensation of employees	600.163	Foreign Affiliates	Adjusted	No	17
  2016	Adjusted profit-type return	428.482	Foreign Affiliates	Adjusted	No	18
  2017	Sales	6189.163	Foreign Affiliates	Adjusted	No	10
  2017	Net income	1266.171	Foreign Affiliates	Unadjusted	No	11
  2017	Net income	488.994	Foreign Affiliates	Adjusted	No	12
  2017	Income taxes	105.566	Foreign Affiliates	Adjusted	No	13
  2017	Value added	1416.377	Foreign Affiliates	Adjusted	No	14
  2017	Capital expenditures	189.627	Foreign Affiliates	Adjusted	No	15
  2017	R&D	57.831	Foreign Affiliates	Adjusted	No	16
  2017	Compensation of employees	613.34	Foreign Affiliates	Adjusted	No	17
  2017	Adjusted profit-type return	601.844	Foreign Affiliates	Adjusted	No	18
  2018	Sales	6739.148	Foreign Affiliates	Adjusted	No	10
  2018	Net income	1442.282	Foreign Affiliates	Unadjusted	No	11
  2018	Net income	488.659	Foreign Affiliates	Adjusted	No	12
  2018	Income taxes	118.108	Foreign Affiliates	Adjusted	No	13
  2018	Value added	1458.164	Foreign Affiliates	Adjusted	No	14
  2018	Capital expenditures	189.611	Foreign Affiliates	Adjusted	No	15
  2018	R&D	58.458	Foreign Affiliates	Adjusted	No	16
  2018	Compensation of employees	624.266	Foreign Affiliates	Adjusted	No	17
  2018	Adjusted profit-type return	613.177	Foreign Affiliates	Adjusted	No	18
  2019	Sales	6678.872	Foreign Affiliates	Adjusted	Yes	10
  2019	Net income	1389.718	Foreign Affiliates	Unadjusted	Yes	11
  2019	Net income	446.324	Foreign Affiliates	Adjusted	Yes	12
  2019	Income taxes	110.06	Foreign Affiliates	Adjusted	Yes	13
  2019	Value added	1416.159	Foreign Affiliates	Adjusted	Yes	14
  2019	Capital expenditures	191.661	Foreign Affiliates	Adjusted	Yes	15
  2019	R&D	58.336	Foreign Affiliates	Adjusted	Yes	16
  2019	Compensation of employees	636.81	Foreign Affiliates	Adjusted	Yes	17
  2019	Adjusted profit-type return	559.506	Foreign Affiliates	Adjusted	Yes	18
  2020	Sales	6210.102	Foreign Affiliates	Adjusted	No	10
  2020	Net income	1164.534	Foreign Affiliates	Unadjusted	No	11
  2020	Net income	382.556	Foreign Affiliates	Adjusted	No	12
  2020	Income taxes	93.479	Foreign Affiliates	Adjusted	No	13
  2020	Value added	1329.756	Foreign Affiliates	Adjusted	No	14
  2020	Capital expenditures	179.578	Foreign Affiliates	Adjusted	No	15
  2020	R&D	59.321	Foreign Affiliates	Adjusted	No	16
  2020	Compensation of employees	630.929	Foreign Affiliates	Adjusted	No	17
  2020	Adjusted profit-type return	479.389	Foreign Affiliates	Adjusted	No	18
  2021	Sales	7318.003	Foreign Affiliates	Adjusted	No	10
  2021	Net income	1266.959	Foreign Affiliates	Unadjusted	No	11
  2021	Net income	476.874	Foreign Affiliates	Adjusted	No	12
  2021	Income taxes	132.307	Foreign Affiliates	Adjusted	No	13
  2021	Value added	1576.435	Foreign Affiliates	Adjusted	No	14
  2021	Capital expenditures	188.597	Foreign Affiliates	Adjusted	No	15
  2021	R&D	69.916	Foreign Affiliates	Adjusted	No	16
  2021	Compensation of employees	669.253	Foreign Affiliates	Adjusted	No	17
  2021	Adjusted profit-type return	613.021	Foreign Affiliates	Adjusted	No	18
  name	Year	Reference Year	US Parent	Foreign Affiliates	US_share	post_TCJA	fit	ci_low	ci_high
  Sales	2009	Yes	9208.797	4783.647	0.658126415	FALSE	0.64369762	0.62904325	0.658351991
  Sales	2010	No	9774.337	5168.635	0.654109303	FALSE	0.648526587	0.63634338	0.660709795
  Sales	2011	No	10593.201	5912.702	0.641782579	FALSE	0.653355555	0.643302739	0.66340837
  Sales	2012	No	10935.873	5942.859	0.647908445	FALSE	0.658184522	0.649661833	0.666707211
  Sales	2013	No	11201.01	6001.943	0.651109725	FALSE	0.663013489	0.655066041	0.670960938
  Sales	2014	Yes	13000.381	6504.909	0.666505394	FALSE	0.667842457	0.659319768	0.676365145
  Sales	2015	No	12522.977	5950.947	0.677873147	FALSE	0.672671424	0.662618609	0.682724239
  Sales	2016	No	12616.391	5800.836	0.685032063	FALSE	0.677500391	0.665317184	0.689683599
  Sales	2017	No	13438.681	6189.163	0.684674333	FALSE	0.682329358	0.667674988	0.696983729
  Sales	2018	No	14338.829	6739.148	0.680275389	TRUE	0.687158326	0.669837264	0.704479388
  Sales	2019	Yes	14658.889	6678.872	0.686992839	TRUE	0.691987293	0.671881663	0.712092924
  Sales	2020	No	14015.682	6210.102	0.692961123	TRUE	0.69681626	0.673851022	0.719781498
  Sales	2021	No	16196.086	7318.003	0.688782202	TRUE	0.701645228	0.675770211	0.727520245
  Net income	2009	Yes	316.474	252.434	0.556283265	FALSE	0.566692333	0.512098244	0.621286423
  Net income	2010	No	456.944484	357.815	0.560833587	FALSE	0.577266177	0.531878276	0.622654078
  Net income	2011	No	570.2018834	401.392	0.586872657	FALSE	0.58784002	0.550388784	0.625291257
  Net income	2012	No	522.5876315	384.927	0.575844855	FALSE	0.598413864	0.566663034	0.630164695
  Net income	2013	No	681.9581325	372.825	0.646538716	FALSE	0.608987708	0.579379906	0.63859551
  Net income	2014	Yes	789.31	419.309	0.653067675	FALSE	0.619561551	0.587810721	0.651312382
  Net income	2015	No	615.3810937	337.024	0.64613377	FALSE	0.630135395	0.592684158	0.667586631
  Net income	2016	No	692.7218509	333.624	0.674939983	FALSE	0.640709238	0.595321337	0.68609714
  Net income	2017	No	676.3175001	488.994	0.580374861	FALSE	0.651283082	0.596688993	0.705877172
  Net income	2018	No	826.5701328	488.659	0.628460937	TRUE	0.661856926	0.597328217	0.726385634
  Net income	2019	Yes	845.36	446.324	0.654463476	TRUE	0.672430769	0.597528296	0.747333242
  Net income	2020	No	483.8107254	382.556	0.558436412	TRUE	0.683004613	0.597448823	0.768560403
  Net income	2021	No	1484.71315	476.874	0.756893799	TRUE	0.693578457	0.597182437	0.789974476
  Value added	2009	Yes	2595.776	1144.957	0.693921753	FALSE	0.687846244	0.671638064	0.704054425
  Value added	2010	No	2948.661	1242.237	0.703586916	FALSE	0.695059047	0.681584048	0.708534046
  Value added	2011	No	3160.862	1415.892	0.690634017	FALSE	0.70227185	0.69115313	0.71339057
  Value added	2012	No	3249.145	1414.679	0.696669729	FALSE	0.709484653	0.700058299	0.718911006
  Value added	2013	No	3487.281	1394.826	0.714298355	FALSE	0.716697455	0.707907335	0.725487575
  Value added	2014	Yes	3889.485	1490.153	0.72300125	FALSE	0.723910258	0.714483905	0.733336611
  Value added	2015	No	3949.236	1358.772	0.744014704	FALSE	0.731123061	0.720004341	0.742241781
  Value added	2016	No	3916.185	1302.066	0.750478465	FALSE	0.738335864	0.724860865	0.751810862
  Value added	2017	No	3901.789	1416.377	0.733671909	FALSE	0.745548666	0.729340486	0.761756847
  Value added	2018	No	4212.291	1458.164	0.742848854	TRUE	0.752761469	0.733603847	0.771919091
  Value added	2019	Yes	4231.635	1416.159	0.749254488	TRUE	0.759974272	0.737736832	0.782211712
  Value added	2020	No	3966.261	1329.756	0.748913948	TRUE	0.767187075	0.741786822	0.792587327
  Value added	2021	No	5066.227	1576.435	0.762680233	TRUE	0.774399877	0.74578132	0.803018434
  Income taxes	2009	Yes	135.995	109.424	0.554133951	FALSE	0.557811933	0.492405874	0.623217991
  Income taxes	2010	No	202.855	130	0.609439546	FALSE	0.583301844	0.528925193	0.637678494
  Income taxes	2011	No	217.634	163.878	0.570451257	FALSE	0.608791755	0.563923569	0.653659941
  Income taxes	2012	No	223.832	152.667	0.594508883	FALSE	0.634281666	0.59624281	0.672320521
  Income taxes	2013	No	282.903	138.607	0.671165571	FALSE	0.659771576	0.624300161	0.695242992
  Income taxes	2014	Yes	331.712	133.164	0.71354942	FALSE	0.685261487	0.647222632	0.723300343
  Income taxes	2015	No	300.987	91.422	0.767023692	FALSE	0.710751398	0.665883212	0.755619584
  Income taxes	2016	No	288.815	86.941	0.768623788	FALSE	0.736241309	0.681864659	0.790617959
  Income taxes	2017	No	233.927	105.566	0.689048081	FALSE	0.76173122	0.696325161	0.827137278
  Income taxes	2018	No	212.147	118.108	0.642373318	TRUE	0.787221131	0.709912973	0.864529289
  Income taxes	2019	Yes	195.052	110.06	0.639280002	TRUE	0.812711042	0.72297467	0.902447414
  Income taxes	2020	No	139.634	93.479	0.598997053	TRUE	0.838200953	0.73570145	0.940700455
  Income taxes	2021	No	306.533	132.307	0.698507429	TRUE	0.863690863	0.748204302	0.979177425
  Compensation of employees	2009	Yes	1590.589	482.041	0.767425445	FALSE	0.758763359	0.748974058	0.768552659
  Compensation of employees	2010	No	1618.713	493.629	0.766311989	FALSE	0.761818053	0.75367952	0.769956586
  Compensation of employees	2011	No	1692.811	538.721	0.758586926	FALSE	0.764872747	0.758157342	0.771588152
  Compensation of employees	2012	No	1772.517	555.862	0.761266529	FALSE	0.767927441	0.76223418	0.773620703
  Compensation of employees	2013	No	1812.968	563.542	0.762869923	FALSE	0.770982135	0.765673142	0.776291129
  Compensation of employees	2014	Yes	2116.998	632.546	0.769945125	FALSE	0.77403683	0.768343568	0.779730091
  Compensation of employees	2015	No	2191.54	611.564	0.781826147	FALSE	0.777091524	0.770376119	0.783806929
  Compensation of employees	2016	No	2199.969	600.163	0.785666176	FALSE	0.780146218	0.772007685	0.788284751
  Compensation of employees	2017	No	2238.621	613.34	0.784940958	FALSE	0.783200912	0.773411611	0.792990213
  Compensation of employees	2018	No	2344.056	624.266	0.789690606	TRUE	0.786255606	0.774684923	0.79782629
  Compensation of employees	2019	Yes	2407.331	636.81	0.790807982	TRUE	0.7893103	0.775879491	0.80274111
  Compensation of employees	2020	No	2438.171	630.929	0.794425402	TRUE	0.792364995	0.777023932	0.807706057
  Compensation of employees	2021	No	2594.291	669.253	0.794930603	TRUE	0.795419689	0.778134858	0.81270452
  Capital expenditures	2009	Yes	431.796	167.066	0.721027549	FALSE	0.715434028	0.701846016	0.729022039
  Capital expenditures	2010	No	441.053	166.384	0.726088467	FALSE	0.722659787	0.711363118	0.733956455
  Capital expenditures	2011	No	527.828	188.819	0.736524398	FALSE	0.729885545	0.720564246	0.739206844
  Capital expenditures	2012	No	584.429	217.951	0.728369351	FALSE	0.737111304	0.729208788	0.74501382
  Capital expenditures	2013	No	593.986	223.16	0.726903148	FALSE	0.744337063	0.736967929	0.751706197
  Capital expenditures	2014	Yes	722.346	245.247	0.746539092	FALSE	0.751562821	0.743660306	0.759465337
  Capital expenditures	2015	No	712.568	214.815	0.768364311	FALSE	0.75878858	0.749467281	0.768109879
  Capital expenditures	2016	No	641.469	195.087	0.766797441	FALSE	0.766014339	0.75471767	0.777311007
  Capital expenditures	2017	No	666.167	189.627	0.778419807	FALSE	0.773240097	0.759652086	0.786828109
  Capital expenditures	2018	No	723.104	189.611	0.792256071	TRUE	0.780465856	0.764405201	0.796526511
  Capital expenditures	2019	Yes	731.172	191.661	0.792312369	TRUE	0.787691615	0.769049017	0.806334213
  Capital expenditures	2020	No	676.275	179.578	0.790176584	TRUE	0.794917374	0.773623254	0.816211493
  Capital expenditures	2021	No	728.766	188.597	0.794413989	TRUE	0.802143132	0.778150971	0.826135294
  R&D	2009	Yes	207.297	39.205	0.840954637	FALSE	0.836189552	0.82964729	0.842731814
  R&D	2010	No	205.674	39.887	0.837567855	FALSE	0.83614183	0.830702788	0.841580872
  R&D	2011	No	220.279	44.684	0.831357586	FALSE	0.836094108	0.831606153	0.840582063
  R&D	2012	No	232.955	44.983	0.838154552	FALSE	0.836046386	0.832241538	0.839851235
  R&D	2013	No	242.327	49.221	0.831173597	FALSE	0.835998664	0.832450625	0.839546704
  R&D	2014	Yes	275.477	55.278	0.832873275	FALSE	0.835950942	0.832146094	0.839755791
  R&D	2015	No	277.787	56.096	0.83198905	FALSE	0.83590322	0.831415266	0.840391175
  R&D	2016	No	289.392	54.307	0.841992557	FALSE	0.835855499	0.830416457	0.84129454
  R&D	2017	No	298.985	57.831	0.837924869	FALSE	0.835807777	0.829265515	0.842350039
  R&D	2018	No	322.946	58.458	0.846729452	TRUE	0.835760055	0.828027281	0.843492828
  R&D	2019	Yes	349.035	58.336	0.856798839	TRUE	0.835712333	0.826736423	0.844688242
  R&D	2020	No	367.59	59.321	0.861045979	TRUE	0.835664611	0.825412065	0.845917157
  R&D	2021	No	402.69	69.916	0.852062818	TRUE	0.835616889	0.824065309	0.847168469
  Year	Reference Year	type	ETR
  2009	Yes	US Parent	0.300562027
  2009	Yes	Foreign Affiliates	0.302394862
  2010	No	US Parent	0.307449467
  2010	No	Foreign Affiliates	0.26649447
  2011	No	US Parent	0.276242812
  2011	No	Foreign Affiliates	0.289911016
  2012	No	US Parent	0.299874214
  2012	No	Foreign Affiliates	0.283981964
  2013	No	US Parent	0.293205924
  2013	No	Foreign Affiliates	0.271017457
  2014	Yes	US Parent	0.295901419
  2014	Yes	Foreign Affiliates	0.241032593
  2015	No	US Parent	0.328456438
  2015	No	Foreign Affiliates	0.213380449
  2016	No	US Parent	0.29424774
  2016	No	Foreign Affiliates	0.206724288
  2017	No	US Parent	0.256993588
  2017	No	Foreign Affiliates	0.177553149
  2018	No	US Parent	0.204239435
  2018	No	Foreign Affiliates	0.194651324
  2019	Yes	US Parent	0.187475731
  2019	Yes	Foreign Affiliates	0.197813021
  2020	No	US Parent	0.22397174
  2020	No	Foreign Affiliates	0.196370015
  2021	No	US Parent	0.171128351
  2021	No	Foreign Affiliates	0.217188323
  2009	Yes	All Activity	0.301376474
  2010	No	All Activity	0.29004078
  2011	No	All Activity	0.281952806
  2012	No	All Activity	0.293220407
  2013	No	All Activity	0.285519177
  2014	Yes	All Activity	0.277787505
  2015	No	All Activity	0.291794235
  2016	No	All Activity	0.267994796
  2017	No	All Activity	0.22560605
  2018	No	All Activity	0.20070385
  2019	Yes	All Activity	0.191077633
  2020	No	All Activity	0.21202119
  2021	No	All Activity	0.182817462
  Country	API	ETR
  Saudi Arabia	120.0208258	1.032112545
  Luxembourg	1912.461538	0.828533505
  Panama	108.7989483	0.769945226
  OPEC	28893.96222	0.63493465
  Denmark	2444.096504	0.589583921
  Norway	10531.98636	0.567390594
  Greece	252.377018	0.510149462
  France	6689.538462	0.486304678
  Argentina	3379.956251	0.456434095
  Germany	9904.333333	0.444300475
  Finland	179.9612072	0.432416425
  Peru	2636.050385	0.431939917
  Egypt	2669.739783	0.415188196
  Indonesia	6498.557662	0.398126805
  Colombia	1687.20456	0.391673511
  Italy	4412.307692	0.389748954
  India	7077.538462	0.360153465
  Australia	9313.715182	0.349195528
  Venezuela	1357.036826	0.34628144
  Brazil	7007.733849	0.346101132
  Japan	20231	0.290453594
  Austria	803.1542691	0.285644583
  Turkey	1120.550192	0.285016238
  Mexico	17815.27946	0.282079961
  Russia	3074.973845	0.27970674
  Chile	3769.930169	0.275955598
  Spain	3576.754005	0.261969372
  Sweden	1934.015094	0.260717081
  Ecuador	238.54801	0.260255088
  Netherlands	18188.48376	0.254611658
  United Kingdom	44456.37269	0.245248217
  Philippines	1804	0.241727784
  South Korea	6519.5	0.2316512
  Canada	32668.76923	0.230156301
  Hungary	1103.309272	0.228766318
  Portugal	617.8572618	0.2240462
  Belgium	7679.965882	0.217069107
  New Zealand	950.8081624	0.215167835
  Korea, Republic of	5128.333333	0.207626476
  Thailand	5507.28431	0.205682136
  China	24259.55866	0.201631863
  Czech Republic	1203.268507	0.190384218
  Dominican Republic	572.8098389	0.172686745
  Honduras	156.7119318	0.172290646
  Poland	2391.302162	0.171068688
  Malaysia	4796.5	0.170436777
  Taiwan	3773.224991	0.168270665
  Hong Kong	10148.1409	0.158797559
  Israel	2733.318477	0.152694843
  Costa Rica	907.8629445	0.124376336
  Switzerland	33500.53891	0.099040887
  Singapore	34443.75	0.072432105
  Ireland	77485.08353	0.062753517
  United Kingdom Islands, Caribbean	15524.89528	0.049077502
  Bermuda	9155.853857	0.041513431
  Barbados	2564.418192	0.031878576
  Country	API	ETR
  Saudi Arabia	35.37305351	3.837666996
  Panama	100.0237783	0.922002986
  OPEC	28893.96222	0.63493465
  Greece	233.8360241	0.588731643
  Denmark	3289.033582	0.588116018
  Norway	13538.31659	0.576216397
  France	5825.888889	0.551675472
  Argentina	4043.949608	0.463439257
  Italy	3870.888889	0.461852001
  Peru	2542.328205	0.440147735
  Germany	9937.75	0.426542728
  Indonesia	7174	0.41610329
  Egypt	3292.199747	0.39141003
  Colombia	1954.739402	0.377479985
  Venezuela	1737.521739	0.340930986
  Australia	10022.77778	0.334615598
  Brazil	7881.61556	0.334561978
  Austria	744.875	0.325725793
  India	6554	0.314311871
  Japan	17795.125	0.308904826
  Mexico	16839.27134	0.299634402
  Spain	3181	0.295150896
  Russia	3035.653892	0.294358797
  Ecuador	227.1281727	0.289606424
  Chile	4015.880159	0.281414025
  Turkey	1080.789012	0.280535791
  Sweden	1581.851938	0.27794426
  Netherlands	15399.44444	0.275493344
  United Kingdom	42061.42722	0.253850952
  Philippines	1817.555556	0.2535151
  Thailand	5766.876324	0.229413625
  Canada	32751	0.224647933
  Hungary	1166.146409	0.223242409
  New Zealand	920.2946262	0.215827621
  China	19803.25	0.21048944
  Belgium	7175.208381	0.210307481
  Korea, Republic of	5128.333333	0.207626476
  Honduras	130.2857143	0.206140351
  Luxembourg	5795.444444	0.205928028
  Dominican Republic	522.8951747	0.204868978
  Portugal	628.0334429	0.196486352
  Malaysia	5477.125	0.176392724
  Czech Republic	1316.15276	0.171807564
  Israel	2136.747897	0.168831335
  Poland	2365.103122	0.165226528
  Taiwan	3701.216549	0.164120212
  Hong Kong	8865.375	0.152362421
  Costa Rica	830.1423361	0.120611846
  Switzerland	31882.88178	0.094439393
  Singapore	27133.75	0.073087023
  United Kingdom Islands, Caribbean	11934.51541	0.064025315
  Barbados	1647.988252	0.059921544
  Ireland	65527.67621	0.051460868
  Bermuda	8877.25	0.036004956
  Finland	-66.86889781	-0.910096395
  Country	API	ETR
  Denmark	542.9880795	0.60958981
  Saudi Arabia	204.668598	0.547226106
  Norway	4519.325897	0.514512574
  Panama	128.5430807	0.503722174
  Germany	9837.5	0.480177891
  Egypt	1891.664829	0.466916753
  India	8255.5	0.442038641
  Colombia	1152.134876	0.439835657
  Peru	2846.925289	0.415448205
  Argentina	1609.307296	0.409492955
  Australia	7718.32434	0.391794885
  France	8632.75	0.387043526
  Brazil	5041.5	0.386690469
  Venezuela	596.0669993	0.377474345
  Indonesia	5147.672985	0.34802133
  Greece	308	0.331168831
  Portugal	592.4168091	0.297088127
  Turkey	1186.818825	0.291816515
  Italy	5630.5	0.278216855
  Japan	25102.75	0.264293753
  Chile	3278.030189	0.262581474
  Russia	3143.783763	0.25494756
  Mexico	19767.29568	0.252171571
  Canada	32483.75	0.242652095
  Czech Republic	977.5	0.240409207
  Hungary	1009.053566	0.238342154
  Sweden	2726.382193	0.238227788
  South Korea	6519.5	0.2316512
  United Kingdom	49845	0.228914635
  Belgium	8689.480884	0.228235729
  Netherlands	24463.82222	0.22503638
  Austria	919.7128074	0.220721075
  Philippines	1773.5	0.214547505
  New Zealand	1011.835235	0.213967643
  Spain	4368.262016	0.21364332
  China	33172.17599	0.191056203
  Ecuador	272.8075219	0.186944992
  Poland	2450.25	0.18375676
  Taiwan	3935.243988	0.177053825
  Finland	611.913891	0.175678313
  Hong Kong	12713.67271	0.167772134
  Malaysia	3435.25	0.151444582
  Thailand	4988.100282	0.150808917
  Israel	4324.173357	0.131431672
  Costa Rica	1063.304161	0.130254357
  Honduras	218.3731061	0.125168038
  Dominican Republic	672.6391673	0.122651198
  Switzerland	37140.26744	0.107928679
  Ireland	104389.25	0.078703027
  Singapore	49063.75	0.071707727
  Bermuda	9898.797477	0.054686777
  United Kingdom Islands, Caribbean	23603.25	0.032071855
  Barbados	4397.278072	0.01085899
  Luxembourg	-6824.25	-0.361138587
  Industry	IndustryGroup	API	ETR	Group	period
  Oil and gas extraction	Mining	1613.192652	1.789060963	Other	2009-2021
  Wood products	Manufacturing	17.12904209	1.701371098	Other	2009-2021
  Construction	Other industries	506.039276	0.777278271	Other	2009-2021
  Petroleum and coal products	Manufacturing	60128.09604	0.493976163	Other	2009-2021
  Other mining	Mining	4376.320741	0.469252626	Other	2009-2021
  Soap, cleaning compounds, and toilet preparations	Chemicals	10370.96085	0.407417187	Chemicals	2009-2021
  Management of nonbank companies and enterprises	Other industries	7485.551479	0.368730862	Other	2009-2021
  Petroleum and petroleum products	Wholesale trade	1557.734701	0.346015275	Other	2009-2021
  Other machinery	Machinery	2950.53928	0.325949659	Other	2009-2021
  Nonmetallic mineral products	Manufacturing	903.1644691	0.321294546	Other	2009-2021
  Drugs and druggists' sundries	Wholesale trade	1117.785873	0.314639868	Other	2009-2021
  Accommodation and food services	Other industries	5893.452335	0.308973921	Other	2009-2021
  Primary metals	Primary and fabricated metals	1735.584403	0.304700441	Other	2009-2021
  Depository credit intermediation (banking)	Finance and insurance	12712.04362	0.303019728	Other	2009-2021
  Plastics and rubber products	Manufacturing	2314.362897	0.281051233	Other	2009-2021
  Insurance carriers and related activities	Finance and insurance	17089.8519	0.265691967	Other	2009-2021
  Transportation and warehousing	Other industries	4171.5	0.263734068	Other	2009-2021
  Utilities	Other industries	3312.65097	0.263697706	Other	2009-2021
  Health care and social assistance	Other industries	371.8546496	0.252114637	Other	2009-2021
  Advertising and related services	Professional, scientific, and technical services	877.9857367	0.249092885	Other	2009-2021
  Printing and related support activities	Manufacturing	172.986388	0.242151359	Other	2009-2021
  Fabricated metal products	Primary and fabricated metals	1651.498024	0.241144703	Other	2009-2021
  Other wholesale trade	Wholesale trade	11043.82611	0.235636935	Other	2009-2021
  Agriculture, construction, and mining machinery	Machinery	8252.989858	0.228886747	Other	2009-2021
  Food	Manufacturing	14364.0884	0.227593048	Other	2009-2021
  Clothing and clothing accessories stores	Retail trade	1631.258791	0.218515019	Other	2009-2021
  Administration, support, and waste management	Other industries	4541.229281	0.210355538	Other	2009-2021
  Basic chemicals	Chemicals	4135.599177	0.209461788	Chemicals	2009-2021
  Industrial machinery	Machinery	3143.57812	0.20215817	Other	2009-2021
  Professional and commercial equipment and supplies	Wholesale trade	1571.260765	0.197166509	Other	2009-2021
  Finance, except depository institutions	Finance and insurance	55660.06679	0.194984426	Other	2009-2021
  Paper	Manufacturing	5651.884216	0.19462536	Other	2009-2021
  Electrical equipment, appliances, and components	Manufacturing	5540.016192	0.192132411	Other	2009-2021
  Resins and synthetic rubber, fibers, and filaments	Chemicals	7388.525163	0.185172794	Chemicals	2009-2021
  Agriculture, forestry, fishing, and hunting	Other industries	649.6	0.183497537	Other	2009-2021
  Other chemicals	Chemicals	4389.740812	0.176225287	Chemicals	2009-2021
  Miscellaneous manufacturing	Manufacturing	8881.361356	0.172946459	Other	2009-2021
  Pharmaceuticals and medicines	Chemicals	54134.9772	0.154165577	Chemicals	2009-2021
  Motor vehicles, bodies and trailers, and parts	Transportation equipment	17767.58451	0.140843824	Other	2009-2021
  Navigational, measuring, and other instruments	Computers and electronic products	8415.842198	0.139508715	Computers	2009-2021
  Textiles, apparel, and leather products	Manufacturing	1775.940504	0.126318045	Other	2009-2021
  Semiconductors and other electronic components	Computers and electronic products	15623.7999	0.120514856	Computers	2009-2021
  Management, scientific, and technical consulting	Professional, scientific, and technical services	1319.430883	0.114190647	Other	2009-2021
  Computer systems design and related services	Professional, scientific, and technical services	19137.35029	0.113986522	Computers	2009-2021
  Real estate and rental and leasing	Other industries	4840.063604	0.096359191	Other	2009-2021
  Other information services	Information	18219.22108	0.08268435	Information	2009-2021
  Other professional, scientific, and technical services	Professional, scientific, and technical services	4062.151739	0.081453136	Other	2009-2021
  Publishing industries	Information	25689.1355	0.075578859	Information	2009-2021
  Computers and peripheral equipment	Computers and electronic products	39714.77447	0.056016097	Computers	2009-2021
  Audio and video equipment	Computers and electronic products	268.9629936	0.049573115	Computers	2009-2021
  Miscellaneous services	Other industries	-4017.459417	-0.193239869	Other	2009-2021
  Data processing, hosting, and related services	Information	-224.5124889	-0.549523996	Information	2009-2021
  Motion picture and sound recording industries	Information	-10.67507184	-5.375571824	Information	2009-2021
  Magnetic and optical media	Computers and electronic products	0		Computers	2009-2021
  Oil and gas extraction	Mining	1945.639764	1.685820808	Other	Pre-TCJA (2009-2017)
  Agriculture, forestry, fishing, and hunting	Other industries	18.5	0.837837838	Other	Pre-TCJA (2009-2017)
  Petroleum and coal products	Manufacturing	74204.44444	0.509665489	Other	Pre-TCJA (2009-2017)
  Construction	Other industries	1134.393592	0.414141973	Other	Pre-TCJA (2009-2017)
  Soap, cleaning compounds, and toilet preparations	Chemicals	11496.24095	0.390369147	Chemicals	Pre-TCJA (2009-2017)
  Management of nonbank companies and enterprises	Other industries	6729.511152	0.370177128	Other	Pre-TCJA (2009-2017)
  Primary metals	Primary and fabricated metals	1168.338974	0.368257851	Other	Pre-TCJA (2009-2017)
  Drugs and druggists' sundries	Wholesale trade	1279.674825	0.346832902	Other	Pre-TCJA (2009-2017)
  Nonmetallic mineral products	Manufacturing	746.8684842	0.340851748	Other	Pre-TCJA (2009-2017)
  Other mining	Mining	5543.086528	0.330291314	Other	Pre-TCJA (2009-2017)
  Accommodation and food services	Other industries	6193.506423	0.315276442	Other	Pre-TCJA (2009-2017)
  Health care and social assistance	Other industries	316.9373101	0.289489426	Other	Pre-TCJA (2009-2017)
  Clothing and clothing accessories stores	Retail trade	1427.89594	0.282433546	Other	Pre-TCJA (2009-2017)
  Petroleum and petroleum products	Wholesale trade	1127.401042	0.274259104	Other	Pre-TCJA (2009-2017)
  Transportation and warehousing	Other industries	3962.75	0.264368179	Other	Pre-TCJA (2009-2017)
  Depository credit intermediation (banking)	Finance and insurance	14600.45917	0.25859265	Other	Pre-TCJA (2009-2017)
  Insurance carriers and related activities	Finance and insurance	15680.77502	0.25610979	Other	Pre-TCJA (2009-2017)
  Utilities	Other industries	3229.25451	0.255545737	Other	Pre-TCJA (2009-2017)
  Other wholesale trade	Wholesale trade	9453.657038	0.252048257	Other	Pre-TCJA (2009-2017)
  Industrial machinery	Machinery	2041.394001	0.241685338	Other	Pre-TCJA (2009-2017)
  Basic chemicals	Chemicals	3436.125	0.239768635	Chemicals	Pre-TCJA (2009-2017)
  Advertising and related services	Professional, scientific, and technical services	818.9841553	0.237489332	Other	Pre-TCJA (2009-2017)
  Other machinery	Machinery	3073.345399	0.231018616	Other	Pre-TCJA (2009-2017)
  Food	Manufacturing	15175.125	0.219833445	Other	Pre-TCJA (2009-2017)
  Finance, except depository institutions	Finance and insurance	46382.87425	0.213076729	Other	Pre-TCJA (2009-2017)
  Agriculture, construction, and mining machinery	Machinery	8149.272871	0.210448224	Other	Pre-TCJA (2009-2017)
  Administration, support, and waste management	Other industries	4091.249731	0.206328851	Other	Pre-TCJA (2009-2017)
  Other chemicals	Chemicals	3807.184422	0.201362717	Chemicals	Pre-TCJA (2009-2017)
  Resins and synthetic rubber, fibers, and filaments	Chemicals	7138.636922	0.194185842	Chemicals	Pre-TCJA (2009-2017)
  Paper	Manufacturing	6252.365973	0.185949608	Other	Pre-TCJA (2009-2017)
  Professional and commercial equipment and supplies	Wholesale trade	1526.559831	0.182108814	Other	Pre-TCJA (2009-2017)
  Electrical equipment, appliances, and components	Manufacturing	6195.299633	0.178845264	Other	Pre-TCJA (2009-2017)
  Printing and related support activities	Manufacturing	225.2844367	0.178441088	Other	Pre-TCJA (2009-2017)
  Miscellaneous manufacturing	Manufacturing	7353.481808	0.177285632	Other	Pre-TCJA (2009-2017)
  Plastics and rubber products	Manufacturing	3131.172953	0.175972394	Other	Pre-TCJA (2009-2017)
  Motor vehicles, bodies and trailers, and parts	Transportation equipment	13186.06044	0.174903317	Other	Pre-TCJA (2009-2017)
  Fabricated metal products	Primary and fabricated metals	2367.348112	0.170127071	Other	Pre-TCJA (2009-2017)
  Pharmaceuticals and medicines	Chemicals	55643.95945	0.135055091	Chemicals	Pre-TCJA (2009-2017)
  Semiconductors and other electronic components	Computers and electronic products	11566.66421	0.133659971	Computers	Pre-TCJA (2009-2017)
  Data processing, hosting, and related services	Information	454.25	0.132085856	Information	Pre-TCJA (2009-2017)
  Navigational, measuring, and other instruments	Computers and electronic products	7525.345058	0.128897744	Computers	Pre-TCJA (2009-2017)
  Textiles, apparel, and leather products	Manufacturing	1044.754904	0.127661521	Other	Pre-TCJA (2009-2017)
  Computer systems design and related services	Professional, scientific, and technical services	20240.01099	0.126679773	Computers	Pre-TCJA (2009-2017)
  Motion picture and sound recording industries	Information	544.8779746	0.122555473	Information	Pre-TCJA (2009-2017)
  Real estate and rental and leasing	Other industries	4763.595249	0.090547855	Other	Pre-TCJA (2009-2017)
  Other professional, scientific, and technical services	Professional, scientific, and technical services	3074.368985	0.079907997	Other	Pre-TCJA (2009-2017)
  Publishing industries	Information	15986.76743	0.065128864	Information	Pre-TCJA (2009-2017)
  Computers and peripheral equipment	Computers and electronic products	32850.73773	0.056461441	Computers	Pre-TCJA (2009-2017)
  Management, scientific, and technical consulting	Professional, scientific, and technical services	1602	0.054723263	Other	Pre-TCJA (2009-2017)
  Audio and video equipment	Computers and electronic products	268.9629936	0.049573115	Computers	Pre-TCJA (2009-2017)
  Other information services	Information	10604.69478	0.035305118	Information	Pre-TCJA (2009-2017)
  Wood products	Manufacturing	-8.14705822	-2.025270908	Other	Pre-TCJA (2009-2017)
  Magnetic and optical media	Computers and electronic products	0		Computers	Pre-TCJA (2009-2017)
  Oil and gas extraction	Mining	1114.521984	2.059403075	Other	Post-TCJA (2018-2021)
  Fabricated metal products	Primary and fabricated metals	219.7978467	1.770945466	Other	Post-TCJA (2018-2021)
  Plastics and rubber products	Manufacturing	884.9453	0.931696004	Other	Post-TCJA (2018-2021)
  Other mining	Mining	2626.172061	0.909213085	Other	Post-TCJA (2018-2021)
  Wood products	Manufacturing	50.83050917	0.90496831	Other	Post-TCJA (2018-2021)
  Other machinery	Machinery	2735.628572	0.512587862	Other	Post-TCJA (2018-2021)
  Soap, cleaning compounds, and toilet preparations	Chemicals	7839.080638	0.463670444	Chemicals	Post-TCJA (2018-2021)
  Depository credit intermediation (banking)	Finance and insurance	9407.316398	0.423686185	Other	Post-TCJA (2018-2021)
  Printing and related support activities	Manufacturing	107.6138271	0.408869391	Other	Post-TCJA (2018-2021)
  Petroleum and petroleum products	Wholesale trade	2274.957465	0.405282303	Other	Post-TCJA (2018-2021)
  Petroleum and coal products	Manufacturing	28456.31214	0.401923128	Other	Post-TCJA (2018-2021)
  Management of nonbank companies and enterprises	Other industries	9186.642215	0.366347129	Other	Post-TCJA (2018-2021)
  Nonmetallic mineral products	Manufacturing	1176.682443	0.299571054	Other	Post-TCJA (2018-2021)
  Accommodation and food services	Other industries	5218.330638	0.292143236	Other	Post-TCJA (2018-2021)
  Utilities	Other industries	3500.293004	0.280619365	Other	Post-TCJA (2018-2021)
  Insurance carriers and related activities	Finance and insurance	19555.73645	0.279138043	Other	Post-TCJA (2018-2021)
  Advertising and related services	Professional, scientific, and technical services	966.4881088	0.263841839	Other	Post-TCJA (2018-2021)
  Transportation and warehousing	Other industries	4589	0.262638919	Other	Post-TCJA (2018-2021)
  Agriculture, construction, and mining machinery	Machinery	8408.565339	0.255691656	Other	Post-TCJA (2018-2021)
  Primary metals	Primary and fabricated metals	2870.07526	0.252955039	Other	Post-TCJA (2018-2021)
  Food	Manufacturing	12742.01521	0.246075676	Other	Post-TCJA (2018-2021)
  Drugs and druggists' sundries	Wholesale trade	874.9524455	0.244013262	Other	Post-TCJA (2018-2021)
  Electrical equipment, appliances, and components	Manufacturing	4229.449311	0.231058449	Other	Post-TCJA (2018-2021)
  Health care and social assistance	Other industries	426.771989	0.22435868	Other	Post-TCJA (2018-2021)
  Paper	Manufacturing	4450.920702	0.218999633	Other	Post-TCJA (2018-2021)
  Professional and commercial equipment and supplies	Wholesale trade	1638.312166	0.218212382	Other	Post-TCJA (2018-2021)
  Administration, support, and waste management	Other industries	5328.693494	0.215765835	Other	Post-TCJA (2018-2021)
  Other wholesale trade	Wholesale trade	15814.33333	0.206205341	Other	Post-TCJA (2018-2021)
  Management, scientific, and technical consulting	Professional, scientific, and technical services	1036.861767	0.206070542	Other	Post-TCJA (2018-2021)
  Pharmaceuticals and medicines	Chemicals	51117.01271	0.195771417	Chemicals	Post-TCJA (2018-2021)
  Agriculture, forestry, fishing, and hunting	Other industries	1070.333333	0.175957646	Other	Post-TCJA (2018-2021)
  Industrial machinery	Machinery	5347.94636	0.171981904	Other	Post-TCJA (2018-2021)
  Basic chemicals	Chemicals	5534.547531	0.171829765	Chemicals	Post-TCJA (2018-2021)
  Finance, except depository institutions	Finance and insurance	76533.75	0.17031375	Other	Post-TCJA (2018-2021)
  Resins and synthetic rubber, fibers, and filaments	Chemicals	7950.773707	0.166964883	Chemicals	Post-TCJA (2018-2021)
  Miscellaneous manufacturing	Manufacturing	13465	0.165837356	Other	Post-TCJA (2018-2021)
  Navigational, measuring, and other instruments	Computers and electronic products	10196.83648	0.155170675	Computers	Post-TCJA (2018-2021)
  Other chemicals	Chemicals	5554.853593	0.141767913	Chemicals	Post-TCJA (2018-2021)
  Clothing and clothing accessories stores	Retail trade	1987.143781	0.138137966	Other	Post-TCJA (2018-2021)
  Textiles, apparel, and leather products	Manufacturing	3238.311703	0.125451172	Other	Post-TCJA (2018-2021)
  Motor vehicles, bodies and trailers, and parts	Transportation equipment	25785.25163	0.110363476	Other	Post-TCJA (2018-2021)
  Semiconductors and other electronic components	Computers and electronic products	21709.50343	0.110009426	Computers	Post-TCJA (2018-2021)
  Real estate and rental and leasing	Other industries	5012.117402	0.108786358	Other	Post-TCJA (2018-2021)
  Other information services	Information	27737.37895	0.105327183	Information	Post-TCJA (2018-2021)
  Computer systems design and related services	Professional, scientific, and technical services	17483.35923	0.091944573	Computers	Post-TCJA (2018-2021)
  Other professional, scientific, and technical services	Professional, scientific, and technical services	7025.5	0.083481603	Other	Post-TCJA (2018-2021)
  Publishing industries	Information	37817.09559	0.081100887	Information	Post-TCJA (2018-2021)
  Computers and peripheral equipment	Computers and electronic products	48294.8204	0.055637436	Computers	Post-TCJA (2018-2021)
  Motion picture and sound recording industries	Information	-1260.669426	-0.028754564	Information	Post-TCJA (2018-2021)
  Miscellaneous services	Other industries	-4017.459417	-0.193239869	Other	Post-TCJA (2018-2021)
  Data processing, hosting, and related services	Information	-903.2749777	-0.206747673	Information	Post-TCJA (2018-2021)
  Construction	Other industries	-279.4036191	-1.065662646	Other	Post-TCJA (2018-2021)