Quant-based ETF List

Quant-based ETFs base their holdings off of a quantitative strategy that can focus on any number of attributes.

Click on the tabs below to see more information on Quant-based ETFs, including historical performance, dividends, holdings, expense ratios, technical indicators, analysts reports and more. Click on an ETF ticker or name to go to its detail page, for in-depth news, financial data and graphs. By default the list is ordered by descending total market capitalization.

Note that the table below may include leveraged and inverse ETFs. Exclude Leveraged and Inverse ETFs

As of 09/19/2024

ETF Overview

ETF Returns

ETF Fund Flows

ETF Expenses

ESG Scores

ETF Dividends

ETF Holdings

ETF Tax Rates

ETF Technicals

ETF Analysis

ETFs: ETF Database Realtime Ratings

This is a list of all Quant-based ETFs traded in the USA which are currently tagged by ETF Database. Please note that the list may not contain newly issued ETFs. If you’re looking for a more simplified way to browse and compare ETFs, you may want to visit our ETF Database Categories, which categorize every ETF in a single “best fit” category.

* Assets and Average Volume as of 2024-09-19 1:00 EDT

This page includes historical return information for all Quant-based ETFs listed on U.S. exchanges that are currently tracked by ETF Database.

The table below includes fund flow data for all U.S. listed Quant-based ETFs. Total fund flow is the capital inflow into an ETF minus the capital outflow from the ETF for a particular time period.

Fund Flows in millions of U.S. Dollars.

The following table includes expense data and other descriptive information for all Quant-based ETFs listed on U.S. exchanges that are currently tracked by ETF Database. In addition to expense ratio and issuer information, this table displays platforms that offer commission-free trading for certain ETFs.

Clicking on any of the links in the table below will provide additional descriptive and quantitative information on Quant-based ETFs.

The following table includes ESG Scores and other descriptive information for all Quant-based ETFs listed on U.S. exchanges that are currently tracked by ETF Database. Easily browse and evaluate ETFs by visiting our ESG Investing themes section and find ETFs that map to various environmental, social, governance and morality themes.

This page includes historical dividend information for all Quant-based ETFs listed on U.S. exchanges that are currently tracked by ETF Database. Note that certain ETPs may not make dividend payments, and as such some of the information below may not be meaningful.

The table below includes basic holdings data for all U.S. listed Quant-based ETFs that are currently tagged by ETF Database. The table below includes the number of holdings for each ETF and the percentage of assets that the top ten assets make up, if applicable. For more detailed holdings information for any ETF, click on the link in the right column.

The following table includes certain tax information for all Quant-based ETFs listed on U.S. exchanges that are currently tracked by ETF Database, including applicable short-term and long-term capital gains rates and the tax form on which gains or losses in each ETF will be reported.

This page contains certain technical information for all Quant-based ETFs that are listed on U.S. exchanges and tracked by ETF Database. Note that the table below only includes limited technical indicators; click on the “View” link in the far right column for each ETF to see an expanded display of the product’s technicals.

This page provides links to various analysis for all Quant-based ETFs that are listed on U.S. exchanges and tracked by ETF Database. The links in the table below will guide you to various analytical resources for the relevant ETF, including an X-ray of holdings, official fund fact sheet, or objective analyst report.

This page provides ETF Database Ratings for all Quant-based ETFs that are listed on U.S. exchanges and tracked by ETF Database. The ETF Database Ratings are transparent, quant-based evaluations of ETFs relative to other products in the same ETF Database Category. As such, it should be noted that this page may include ETFs from multiple ETF Database Categories.

Symbol Symbol	ETF Name ETF Name	Asset Class Asset Class	Total Assets ($MM) Total Assets ($MM)	YTD Price Change YTD Price Change	Avg. Daily Volume Avg. Daily Volume	Previous Closing Price Previous Closing Price	1-Day Change 1-Day Change	1 Week 1 Week	1 Month 1 Month	1 Year 1 Year	3 Year 3 Year	5 Year 5 Year	ETF Database Category ETF Database Category	Inception Inception	ER ER	Commission Free Commission Free	Annual Dividend Rate Annual Dividend Rate	Dividend Date Dividend Date	Dividend Dividend	Annual Dividend Yield % Annual Dividend Yield %	P/E Ratio P/E Ratio	Beta Beta	# of Holdings # of Holdings	% In Top 10 % In Top 10	Complete Complete	ST Cap Gain Rate ST Cap Gain Rate	LT Cap Gain Rate LT Cap Gain Rate	Tax Form Tax Form	Lower Bollinger Lower Bollinger	Upper Bollinger Upper Bollinger	Support 1 Support 1	Resistance 1 Resistance 1	RSI RSI	Advanced Advanced	Fact Sheet Fact Sheet	ETF Holdings ETF Holdings	Chart Chart	ETF Home Page ETF Home Page	Head-To-Head Head-To-Head	Liquidity Rating Liquidity Rating	Expenses Rating Expenses Rating	ESG Score ESG Score	ESG Score Peer Percentile (%) ESG Score Peer Percentile (%)	ESG Score Global Percentile (%) ESG Score Global Percentile (%)	Carbon Intensity (Tons of CO2e / $M Sales) Carbon Intensity (Tons of CO2e / $M Sales)	SRI Exclusion Criteria (%) SRI Exclusion Criteria (%)	Sustainable Impact Solutions (%) Sustainable Impact Solutions (%)
JEPQ	JPMorgan NASDAQ Equity Premium Income ETF	Equity	$16,126	14.41%	3,070,813	$53.57	-0.20%	0.77%	1.26%	22.57%	N/A	N/A	Large Cap Blend Equities	2022-05-03	0.35%	N/A	$5.08	2024-09-03	$0.56	9.49%	21.76	-0.84	88	51.24%	View	40%	20%	1099	$51.78	$54.19	$53.37	$53.91	55.20	View	View	View	View	View	View	A	B+	6.78	82.87%	59.62%	72.23	6.80%	8.34%
LRGF	iShares US Equity Factor ETF	Equity	$2,121	20.00%	96,608	$57.61	-0.24%	1.86%	1.48%	30.42%	11.36%	13.88%	Large Cap Blend Equities	2015-04-28	0.08%	N/A	$0.71	2024-06-11	$0.15	1.23%	16.51	0.98	280	30.98%	View	40%	20%	1099	$55.53	$58.41	$57.36	$58.04	57.10	View	View	View	View	View	View	A-	A	6.83	70.57%	61.94%	80.75	5.45%	6.37%
JMEE	JPMorgan Market Expansion Enhanced Equity ETF	Equity	$1,357	11.56%	103,273	$59.92	0.17%	3.99%	2.32%	22.73%	N/A	N/A	All Cap Equities	2022-05-06	0.24%	N/A	$0.67	2023-12-19	$0.67	1.12%	12.52	1.32	579	6.91%	View	40%	20%	1099	$56.91	$61.09	$59.38	$60.74	56.99	View	View	View	View	View	View	A-	A-	6.01	54.07%	36.81%	111.4	3.29%	8.68%
SMLF	iShares U.S. Small‑Cap Equity Factor ETF	Equity	$1,286	11.82%	74,942	$65.42	0.05%	4.81%	2.93%	24.27%	7.41%	11.34%	Small Cap Blend Equities	2015-04-28	0.15%	N/A	$0.59	2024-06-11	$0.17	0.91%	10.60	1.10	832	6.50%	View	40%	20%	1099	$61.58	$66.43	$64.81	$66.36	58.78	View	View	View	View	View	View	B+	A-	5.86	42.34%	34.44%	101.09	2.95%	7.24%
SYLD	Cambria Shareholder Yield ETF	Equity	$1,231	6.23%	69,158	$70.82	0.14%	4.83%	1.68%	14.97%	7.87%	16.71%	All Cap Equities	2013-05-14	0.59%	Interactive Brokers	$1.38	2024-06-21	$0.43	1.94%	6.19	1.21	101	14.28%	View	40%	20%	1099	$67.15	$72.66	$70.26	$71.71	55.35	View	View	View	View	View	View	A-	B-	6.05	5.06%	37.63%	210.15	1.78%	6.15%
INTF	iShares International Equity Factor ETF	Equity	$1,187	11.70%	80,192	$30.71	-0.13%	1.46%	1.72%	19.62%	4.43%	7.21%	Foreign Large Cap Equities	2015-04-28	0.15%	N/A	$1.04	2024-06-11	$0.59	3.40%	11.31	0.87	443	12.80%	View	40%	20%	1099	$30.02	$31.29	$30.53	$30.98	55.22	View	View	View	View	View	View	A-	A-	7.58	45.34%	89.36%	84.95	8.32%	8.27%
RODM	Hartford Multifactor Developed Markets (ex-US) ETF	Equity	$1,139	12.02%	94,331	$30.08	0.00%	1.28%	3.62%	18.70%	3.16%	5.44%	Foreign Large Cap Equities	2015-02-25	0.29%	N/A	$1.13	2024-06-27	$0.58	3.75%	8.49	0.79	324	9.63%	View	40%	20%	1099	$29.51	$30.31	$29.91	$30.32	61.63	View	View	View	View	View	View	A	A-	7.46	32.94%	86.18%	155.07	7.03%	8.53%
QEFA	SPDR MSCI EAFE StrategicFactors ETF	Equity	$967	10.02%	30,306	$78.99	-0.37%	0.82%	1.92%	17.50%	3.43%	7.36%	Foreign Large Cap Equities	2014-06-04	0.30%	N/A	$2.17	2024-06-03	$1.36	2.74%	12.69	0.77	663	16.09%	View	40%	20%	1099	$77.81	$80.62	$78.61	$79.59	55.40	View	View	View	View	View	View	B+	B+	7.64	51.12%	90.55%	98.11	10.85%	9.93%
DBMF	iMGP DBi Managed Futures Strategy ETF	Alternatives	$957	9.82%	388,528	$27.90	-0.46%	0.22%	-0.39%	2.51%	7.42%	6.50%	Hedge Fund	2019-05-08	0.85%	N/A	$1.16	2024-06-27	$0.25	4.14%	0.04	-0.14	3	100.00%	View	40%	20%	1099	$27.67	$28.13	$27.84	$28.02	44.87	View	View	View	View	View	View	A-	B-	0.0	N/A	N/A	N/A	N/A	N/A
AVIG	Avantis Core Fixed Income ETF	Bond	$813	4.96%	84,889	$42.58	-0.30%	0.00%	1.80%	10.97%	-1.72%	N/A	Total Bond Market	2020-10-13	0.15%	N/A	$1.87	2024-09-03	$0.16	4.38%	0.00	0.27	707	12.77%	View	40%	20%	1099	$41.74	$42.84	$42.51	$42.70	66.50	View	View	View	View	View	View	B+	A-	6.47	82.22%	47.36%	260.98	6.66%	1.90%
OUSA	ALPS O'Shares U.S. Quality Dividend ETF	Equity	$811	16.34%	31,761	$53.04	-0.21%	0.84%	2.90%	24.00%	9.26%	10.95%	Large Cap Growth Equities	2015-07-14	0.48%	N/A	$0.82	2024-08-22	$0.07	1.56%	0.04	0.85	102	40.74%	View	40%	20%	1099	$51.58	$53.35	N/A	N/A	61.33	View	View	View	View	View	View	B+	B-	6.85	64.66%	62.91%	66.84	7.60%	0.99%
VFVA	Vanguard U.S. Value Factor ETF	Equity	$763	7.28%	26,611	$119.39	0.08%	4.51%	2.27%	20.03%	9.18%	12.62%	All Cap Equities	2018-02-13	0.13%	N/A	$2.75	2024-06-27	$0.79	2.30%	8.00	1.24	632	8.64%	View	40%	20%	1099	$113.75	$121.97	$118.60	$120.58	56.25	View	View	View	View	View	View	B+	A	6.07	5.60%	38.04%	146.74	3.47%	4.33%
VFMO	Vanguard U.S. Momentum Factor ETF	Equity	$643	20.50%	27,495	$157.71	-0.01%	3.85%	2.04%	36.63%	7.62%	14.87%	All Cap Equities	2018-02-13	0.13%	N/A	$1.00	2024-06-27	$0.32	0.64%	12.10	1.01	622	11.23%	View	40%	20%	1099	$148.94	$160.85	$156.81	$159.34	56.73	View	View	View	View	View	View	A-	A	5.85	3.86%	33.71%	87.01	5.74%	5.82%
ISCF	iShares International Small‑Cap Equity Factor ETF	Equity	$558	8.15%	36,269	$34.16	-0.20%	1.85%	2.58%	17.27%	-0.03%	6.80%	Foreign Small & Mid Cap Equities	2015-04-28	0.23%	N/A	$1.30	2024-06-11	$0.57	3.80%	9.41	0.95	987	5.26%	View	40%	20%	1099	$33.18	$34.65	$34.00	$34.48	57.02	View	View	View	View	View	View	N/A	B+	6.56	52.83%	50.16%	89.73	2.41%	7.34%
BUYW	Main BuyWrite ETF	Equity	$514	7.54%	137,200	$13.93	0.07%	0.36%	0.62%	9.63%	N/A	N/A	Global Equities	2022-09-12	1.14%	N/A	$0.82	2024-08-22	$0.07	5.86%	0.05	0.49	8	100.01%	View	40%	20%	1099	$13.77	$13.93	$13.89	$13.96	60.27	View	View	View	View	View	View	A-	C	6.55	50.00%	50.06%	253.61	11.82%	9.14%
QQH	HCM Defender 100 Index ETF	Equity	$486	19.66%	25,730	$60.15	-0.38%	1.13%	0.35%	28.33%	5.38%	N/A	Technology Equities	2019-10-10	0.96%	N/A	$0.14	2023-12-15	$0.14	0.23%	0.03	0.99	98	67.41%	View	40%	20%	1099	$57.77	$61.39	$59.81	$60.80	52.34	View	View	View	View	View	View	B	C	6.62	31.61%	52.32%	49.58	6.36%	6.63%
ROUS	Hartford Multifactor US Equity ETF	Equity	$452	16.53%	22,641	$50.92	-0.39%	1.75%	1.90%	25.02%	9.46%	11.61%	Large Cap Growth Equities	2015-02-25	0.19%	N/A	$0.78	2024-06-27	$0.17	1.53%	16.10	0.93	349	11.07%	View	40%	20%	1099	$49.58	$51.52	$50.74	$51.24	58.21	View	View	View	View	View	View	B+	B+	6.78	63.63%	59.75%	138.19	7.67%	3.79%
MODL	VictoryShares WestEnd U.S. Sector ETF	Equity	$409	19.32%	46,608	$38.59	-0.23%	1.19%	1.78%	26.63%	N/A	N/A	Large Cap Blend Equities	2022-10-12	0.46%	N/A	$0.35	2024-09-11	$0.04	0.90%	0.00	-0.92	376	30.65%	View	40%	20%	1099	$37.57	$38.93	$38.50	$38.77	57.78	View	View	View	View	View	View	B	B	6.44	0.00%	46.44%	110.76	9.78%	6.30%
LGH	HCM Defender 500 Index ETF	Multi-Asset	$401	19.23%	23,798	$49.07	-0.39%	1.57%	0.47%	25.73%	5.85%	N/A	Large Cap Blend Equities	2019-10-10	0.98%	N/A	$0.26	2023-12-15	$0.26	0.52%	0.05	0.90	467	49.03%	View	40%	20%	1099	$47.35	$50.08	$48.87	$49.46	52.69	View	View	View	View	View	View	B+	C	6.66	37.32%	53.86%	80.45	9.27%	7.29%
VFQY	Vanguard U.S. Quality Factor ETF	Equity	$381	12.10%	10,159	$140.81	0.09%	3.33%	1.86%	24.84%	6.92%	13.16%	All Cap Equities	2018-02-13	0.13%	N/A	$1.80	2024-06-27	$0.53	1.28%	12.10	1.08	395	19.63%	View	40%	20%	1099	$135.07	$143.38	$140.08	$142.06	57.08	View	View	View	View	View	View	B	A	6.71	50.73%	56.64%	44.47	1.78%	4.69%
QVAL	Alpha Architect U.S. Quantitative Value ETF	Equity	$362	12.86%	20,266	$45.11	0.38%	5.12%	3.29%	23.28%	10.88%	11.84%	All Cap Equities	2014-10-22	0.29%	N/A	$0.75	2024-09-12	$0.15	1.66%	0.07	1.30	52	21.61%	View	40%	20%	1099	$42.44	$45.58	$44.79	$45.56	59.22	View	View	View	View	View	View	B+	B+	6.65	90.55%	53.67%	222.13	6.23%	3.87%
VFMF	Vanguard U.S. Multifactor ETF	Equity	$289	13.16%	8,614	$128.93	0.04%	4.08%	1.91%	25.01%	10.67%	12.92%	All Cap Equities	2018-02-13	0.18%	N/A	$1.94	2024-06-27	$0.56	1.51%	10.00	1.04	483	9.64%	View	40%	20%	1099	$123.02	$131.58	$128.03	$130.23	56.53	View	View	View	View	View	View	B	A-	6.0	4.84%	36.72%	116.62	2.36%	4.87%
ESGA	American Century Sustainable Equity ETF	Equity	$264	16.77%	6,008	$69.02	-0.22%	1.24%	1.26%	25.80%	8.14%	N/A	Large Cap Blend Equities	2020-07-13	0.39%	N/A	$0.63	2024-06-24	$0.13	0.92%	22.30	1.03	100	39.26%	View	40%	20%	1099	$66.70	$70.03	$68.84	$69.32	56.15	View	View	View	View	View	View	B-	B+	7.12	90.42%	74.94%	67.68	6.75%	9.10%
IDMO	Invesco S&P International Developed Momentum ETF	Equity	$260	14.59%	43,391	$41.66	-0.26%	0.51%	-0.04%	23.25%	7.28%	12.48%	Global Equities	2012-02-24	0.25%	N/A	$0.99	2024-06-24	$0.23	2.38%	8.66	0.78	202	33.14%	View	40%	20%	1099	$40.82	$43.14	$41.45	$42.02	50.84	View	View	View	View	View	View	B	A	7.65	52.07%	90.73%	84.94	17.31%	12.01%
TACK	Fairlead Tactical Sector ETF	Multi-Asset	$213	11.95%	19,692	$27.65	-0.29%	1.79%	2.58%	19.18%	N/A	N/A	Diversified Portfolio	2022-03-23	0.73%	N/A	$0.26	2024-03-27	$0.09	0.93%	0.13	-0.55	9	100.00%	View	40%	20%	1099	$26.86	$27.85	$27.56	$27.79	60.25	View	View	View	View	View	View	A-	B	6.64	74.07%	53.37%	331.28	16.24%	4.95%
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Quant-based Investment Style Power Rankings New

10 ^th

3-Mo. Fund Flow:

17 ^th

Avg. 3-Mo. Return:

13 ^th

Aggregate AUM:

11 ^th

Avg. Expense Ratio:

2 ^nd

Avg. Dividend Yield:

Investment style power rankings are rankings between Quant-based and all other U.S.-listed investment style ETFs on certain investment-related metrics, including 3-month fund flows, 3-month return, AUM, average ETF expenses and average dividend yields. The metric calculations are based on U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to a specific investment style. If an ETF changes its investment style classification, it will also be reflected in the investment metric calculations. The calculations exclude inverse ETFs.

Fund Flow Leaderboard

Quant-based and all other investment styles are ranked based on their aggregate 3-month fund flows for all U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to those respective investment styles. 3-month fund flows is a metric that can be used to gauge the perceived popularity amongst investors of Quant-based relative to other investment styles. All values are in U.S. dollars.

Return Leaderboard

Quant-based and all other investment styles are ranked based on their AUM-weighted average 3-month return for all the U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to those respective investment styles. In addition to price performance, the 3-month return assumes the reinvestment of all dividends during the last 3 months.

AUM Leaderboard

Quant-based and all other investment styles are ranked based on their aggregate assets under management (AUM) for all the U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to those respective investment styles. All values are in U.S. dollars.

Expense Leaderboard

Quant-based and all other investment styles are ranked based on their AUM-weighted average expense ratios for all the U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to those respective investment styles. The lower the average expense ratio for all U.S.-listed ETFs in a investment style, the higher the rank.

Dividend Leaderboard

Quant-based and all other investment styles are ranked based on their AUM-weighted average dividend yield for all the U.S.-listed ETFs that are classified by ETF Database as being mostly exposed to those respective investment styles.

Investment Style Investment Style	Fund Flow Rank Fund Flow Rank	+/- +/-	Return Rank Return Rank	+/- +/-	AUM Rank AUM Rank	+/- +/-	Expense Rank Expense Rank	+/- +/-	Dividend Rank Dividend Rank	+/- +/-	# of ETFs # of ETFs
Socially Responsible	1	-	11	1	1	-	2	-	11	-	677
Consistent Growth	2	-	9	-	2	-	1	-	12	-	222
Low Beta	3	-	7	-	3	-	7	-	4	-	380
Low Carbon	4	1	6	-	5	-	3	-	6	-	138
Aggressive Growth	5	1	19	1	4	-	4	-	19	-	91
Dividend	6	-	2	-	6	-	8	-	9	-	193
Low Valuation	7	-	5	-	7	-	5	-	8	-	64
BuyWrite	8	-	14	1	10	-	18	-	1	-	331
High Beta	9	11	20	-	9	-	20	-	15	-	81
Quant-based	10	1	17	-	13	-	11	-	2	-	96
Volatility Hedged Equity	11	1	13	-	12	-	19	-	20	-	136
High Momentum	12	-	16	-	15	-	10	-	16	-	53
Contrarian	13	1	15	5	18	-	17	-	10	-	7
130/30	14	1	12	1	19	-	15	-	14	-	2
Guru Replication	15	1	8	-	20	-	14	-	18	-	4
Low P/E	16	3	10	4	14	-	16	-	3	-	44
Wide Moat	17	-	1	-	17	-	13	-	17	-	7
Low Volatility	18	7	3	-	8	-	9	-	7	-	85
Growth At A Reasonable Price	19	1	4	-	11	-	6	-	13	-	16
Currency-hedged	20	1	18	1	16	-	12	-	5	-	27
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* Ranks are updated on a weekly basis. Last updated on Sep 16, 2024

ETF Issuer League Tables - Quant-based Investment Style New

ETF issuers who have ETFs with exposure to Quant-based are ranked on certain investment-related metrics, including estimated revenue, 3-month fund flows, 3-month return, AUM, average ETF expenses and average dividend yields. The metric calculations are based on U.S.-listed Quant-based ETFs and every Quant-based ETF has one issuer. If an issuer changes its ETFs, it will also be reflected in the investment metric calculations.

ETF Issuer Revenue League Table

ETF issuers are ranked based on their estimated revenue from their ETFs with exposure to Quant-based. Estimated revenue for an ETF issuer is calculated by aggregating the estimated revenue of the respective issuer ETFs with exposure to Quant-based. To get the estimated issuer revenue from a single Quant-based ETF, the AUM is multiplied by the ETF’s expense ratio. All values are in U.S. dollars.

ETF Issuer Fund Flow League Table

ETF issuers are ranked based on their aggregate 3-month fund flows of their ETFs with exposure to Quant-based. 3-month fund flows is a metric that can be used to gauge the perceived popularity amongst investors of different ETF issuers with ETFs that have exposure to Quant-based. All values are in U.S. dollars.

ETF Issuer Return League Table

ETF issuers are ranked based on their AUM-weighted average 3-month return of their ETFs with exposure to Quant-based. In addition to price performance, the 3-month return assumes the reinvestment of all dividends during the last 3 months.

ETF Issuer AUM League Table

ETF issuers are ranked based on their aggregate assets under management (AUM) of their ETFs with exposure to Quant-based. All values are in U.S. dollars.

ETF Issuer Expense League Table

ETF issuers are ranked based on their AUM-weighted average expense ratios of their ETFs with exposure to Quant-based. The lower the average expense ratio of all U.S.-listed Quant-based ETFs for a given issuer, the higher the rank.

ETF Issuer Dividend League Table

ETF issuers are ranked based on their AUM-weighted average dividend yield of their ETFs with exposure to Quant-based.

Issuer Issuer	+/- +/-	+/- +/-	+/- +/-	+/- +/-	+/- +/-	+/- +/-	# of ETFs # of ETFs	issuer_power_ranking_sort_text issuer_power_ranking_sort_text
AB Holding	2	-	1	2	9	1	1	AB Holding
Advisors Asset Management	3	-	-	-	-	-	1	Advisors Asset Management
AdvisorShares	-	5	-	1	-	1	4	AdvisorShares
ValueShares	-	8	1	-	1	-	4	Alpha Architect
ETF Architect	-	7	-	1	-	-	4	Alpha Architect
AltShares Trust	4	3	-	-	-	-	1	AltShares Trust
American Century Investments	-	-	-	1	-	-	2	American Century Investments
Ameriprise Financial	9	1	2	1	-	1	1	Ameriprise Financial
Amplify Investments	3	5	-	2	-	-	2	Amplify Investments
Anfield Group	2	4	-	1	-	1	1	Anfield Group
Armor Index, Inc.	2	4	1	-	-	-	1	Armor Index, Inc.
BlackRock Financial Management	1	1	-	-	1	-	6	Blackrock Financial Management
BlackRock, Inc.	1	6	-	1	-	-	5	BlackRock, Inc.
Cambiar Holdings	-	4	-	2	-	-	1	Cambiar Holdings
Cambria Investment Management, LP	-	-	1	-	1	-	1	Cambria
Cambriax	1	-	-	-	-	-	1	Cambria
Cambria	1	1	-	-	-	-	1	Cambria
Cary Street Partners Financial LLC /VA/	-	3	-	1	-	-	1	Cary Street Partners Financial LLC /VA/
Changebridge Capital	1	23	1	-	-	-	1	Changebridge Capital
Changebridge Capital LLC	5	1	1	-	-	-	1	Changebridge Capital LLC
CICC	-	2	-	-	-	-	1	CICC
Clough Capital Partners LLC	-	3	-	1	-	1	1	Clough Capital Partners LLC
Clough CGI	1	1	-	-	-	-	1	Clough CGI
Columbia Threadneedle Investments	3	1	-	-	-	-	1	Columbia Threadneedle Investments
Community Capital Management, Inc.	1	1	-	2	-	-	1	Community Capital Management, Inc.
Copper Place Global Capital LLC	10	10	6	-	1	11	1	Copper Place Global Capital LLC
Counterpoint Mutual Funds LLC	-	4	-	1	-	-	1	Counterpoint Mutual Funds, LLC
DWS	7	9	-	-	-	-	1	Deutsche Bank
Digital Currency Group, Inc.	1	1	-	1	-	1	1	Digital Currency Group, Inc.
Rafferty Asset Management LLC (Direxion)	1	3	1	-	-	-	1	Direxion
Xshares Advisors LLC	2	3	1	-	-	-	1	DWS
EMPIRICAL FINANCE LLC	4	4	-	-	-	-	4	EMPIRICAL FINANCE LLC
Engine No. 1	-	2	2	3	-	2	1	Engine No. 1
Equitable	1	1	2	1	-	2	1	Equitable
ETF Managers Group	5	3	-	-	-	1	1	ETF Managers Group
ETFMG	2	2	-	-	1	-	1	ETFMG
Exchange Traded Concepts	-	1	-	1	-	-	2	Exchange Traded Concepts
Exponential ETFs	6	3	-	-	-	-	1	Exponential ETFs
Faith Investor Services LLC	1	1	-	1	-	1	1	Faith Investor Services LLC
FCF Advisors	-	8	1	1	-	-	1	FCF Advisors
Fidelity	1	2	-	1	-	-	1	Fidelity
First Trust Advisors LP	8	4	-	-	1	-	4	First Trust
First Trust	5	3	-	1	-	-	4	First Trust
Franklin Templeton	-	7	-	-	-	-	1	Franklin Templeton
Franklin Templeton Investments	2	9	1	-	-	-	1	Franklin Templeton Investments
Goldman Sachs	-	7	1	-	5	-	1	Goldman Sachs
Goose Hollow Capital Management LLC	4	7	2	1	-	-	1	Goose Hollow Capital Management LLC
GraniteShares	-	-	-	-	-	-	1	GraniteShares
Harbor	-	2	1	1	-	1	3	Harbor
Hartford Funds	-	5	-	-	-	-	3	Hartford Funds
Howard Capital Management	2	9	-	-	-	-	2	Howard Capital Management
Howard Capital Management Inc.	-	9	-	1	-	-	2	Howard Capital Management Inc.
Howard Capital Management, Inc.	3	9	1	-	-	1	2	Howard Capital Management, Inc.
iM Global Partner US LLC	-	2	-	-	-	-	2	iM Global Partner US LLC
iM Square SAS	-	3	-	1	2	-	2	iM Square SAS
Impact Shares	1	2	-	-	-	-	1	Impact Shares
IndexIQ	1	6	1	-	2	-	1	IndexIQ
Innovator	3	1	-	1	-	-	1	Innovator
Innovator Management	-	13	-	-	-	1	1	Innovator Management
Intangible Capital	2	9	-	-	-	1	1	Intangible Capital
Invesco Fund	1	1	-	-	3	-	3	Invesco
Invesco	1	14	-	1	-	-	3	Invesco
Barclays Global Fund Advisors	1	1	-	-	1	-	8	iShares
Janus Henderson	1	2	-	1	-	1	1	Janus Henderson
JPMorgan Chase	-	2	-	1	-	-	2	JPMorgan Chase
Knights of Columbus	1	5	1	-	-	1	1	Knights of Columbus
Gavekal Capital	1	-	1	-	-	1	1	Knowledge Leaders Capital
Knowledge Leaders Capital	1	3	-	-	-	1	1	Knowledge Leaders Capital
KraneShares	1	2	-	-	-	-	1	KraneShares
Litman Gregory Capital Partners LLC	-	1	-	-	-	-	2	Litman Gregory Capital Partners LLC
Little Harbor Advisors	-	2	-	1	-	1	1	Little Harbor Advisors
Main Management	3	3	-	1	-	-	1	Main Management
Mirae Asset Global Investments Co., Ltd.	-	-	-	-	-	-	1	Mirae Asset Global Investments Co., Ltd.
Neil Azous Revocable Trust	4	-	-	1	1	-	1	Neil Azous Revocable Trust
Neuberger Berman	4	2	-	1	-	-	1	Neuberger Berman
New York Life	-	5	-	-	-	-	1	New York Life
O'Shares Investments	18	9	-	-	-	-	1	O'Shares
ORIX Corp.	2	6	1	1	-	1	1	ORIX Corp.
Power Corporation of Canada	3	-	-	2	-	-	1	Power Corporation of Canada
Premise	1	3	-	-	-	-	1	Premise Capital
Premise Capital	1	4	-	-	-	-	1	Premise Capital
Principal Financial Group	-	-	1	-	-	-	1	Principal Financial Group
R Cubed Global Capital LLC	-	-	-	-	-	-	1	R Cubed Global Capital LLC
Rafferty Asset Management	-	2	-	-	-	-	1	Rafferty Asset Management
Rational Advisors Inc.	1	1	-	2	1	-	1	Rational Advisors Inc.
Rational Capital LLC	2	6	-	-	-	-	1	Rational Capital LLC
Rayliant	4	3	-	1	1	1	3	Rayliant
Rayliant Investment Research	2	2	1	-	-	-	1	Rayliant Investment Research
Redwood	1	16	-	1	-	1	2	Redwood
Redwood Investment Holdco LLC	-	-	-	-	-	-	1	Redwood Investment Holdco LLC
Redwood Investment Management	18	-	1	-	-	-	1	Redwood Investment Management
Regents Park Funds	-	2	-	-	-	-	1	Regents Park Funds
Retireful LLC	2	3	-	1	-	-	3	Retireful LLC
Sausalito Partners LLC	-	-	-	-	-	-	1	Sausalito Partners LLC
SS&C	16	1	-	1	-	-	1	SS&C
State Street	1	9	-	-	-	-	3	State Street
State Street Bank and Trust Co./IFTC	18	8	-	-	2	-	3	State Street SPDR
Stf Management LP	-	1	1	2	-	1	1	Stf Management LP
Strategy Shares	1	2	1	-	-	1	1	Strategy Shares
Huntington	2	-	-	-	-	-	1	Strategy Shares
Sun Life Financial	2	-	-	1	2	-	1	Sun Life Financial
Texas Capital Bancshares, Inc.	-	1	-	1	-	-	1	Texas Capital Bancshares, Inc.
The Hartford	1	2	-	1	-	-	3	The Hartford
The TCW Group, Inc.	-	8	-	1	-	-	1	The TCW Group, Inc.
Tidal	-	7	-	-	-	-	1	Tidal
Tidal Investments LLC	5	6	-	1	-	1	2	Tidal Investments LLC
Tradelegs LLC	1	-	-	-	-	-	1	Tradelegs LLC
TrimTabs	-	1	-	1	-	-	1	TrimTabs
Truemark Group	1	4	-	1	-	1	1	Truemark Group
Tuttle Tactical Management, LLC	-	2	-	-	-	-	1	Tuttle Tactical Management LLC
UBS Global Asset Management	-	2	-	-	-	-	1	UBS
UBS	1	-	2	1	1	-	1	UBS
Vanguard Group Inc	-	-	-	-	2	-	6	Vanguard
Vanguard	1	4	-	1	-	1	5	Vanguard
Veritas Liberabit Vos LLC	-	-	-	-	-	-	1	Veritas Liberabit Vos LLC
Victory Capital	1	3	-	1	-	1	3	Victory Capital
Virtus ETF Solutions	-	4	1	-	1	-	1	Virtus
Water Island Capital	1	3	-	2	2	-	1	Water Island Capital
Water Island Capital Partners LP	5	5	1	-	-	2	1	Water Island Capital Partners LP
WBI	1	-	-	1	-	-	2	WBI
WBI Shares	-	6	-	-	-	1	5	WBI Shares
WealthTrust Asset Management LLC	4	-	-	-	-	-	1	WealthTrust Asset Management LLC
WisdomTree	4	3	1	2	-	-	1	WisdomTree
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