Algorithmic Trading Strategy: Top 100 Stocks Rebalancing (2021)

Hello. Would you like to create a new algorithmic trading strategy?

In 2021, what were the top 100 stocks by market cap

Okay, I can summarize the results of the SQL query, focusing on the top 100 stocks by market capitalization in 2021. Here's a breakdown of the data:

Top 100 Stocks by Market Cap (2021)

Ticker	Market Cap (USD)	Price Date
AAPL	2,963,222,636,670	2021-12-31
MSFT	2,533,019,152,992	2021-12-31
GOOG	1,926,437,348,800	2021-12-31
AMZN	1,683,872,000,000	2021-12-31
TSLA	1,054,666,440,000	2021-12-31
META	946,488,900,000	2021-12-31
NVDA	735,250,000,000	2021-12-31
TSM	623,936,814,508	2021-12-31
TM	562,881,338,711	2021-12-31
UNH	472,941,186,675	2021-12-31
JPM	471,455,455,000	2021-12-31
V	463,644,829,324	2021-12-31
JNJ	450,495,054,233	2021-12-31
HD	437,984,412,427	2021-12-31
WMT	401,352,474,088	2021-12-31
PG	400,481,919,134	2021-12-31
BAC	365,996,985,000	2021-12-31
MA	358,215,216,043	2021-12-31
PFE	331,624,800,000	2021-12-31
DIS	281,536,729,786	2021-12-31
AVGO	273,889,478,035	2021-12-31
ACN	272,251,353,921	2021-12-31
ADBE	269,807,148,000	2021-12-31
CSCO	267,277,925,060	2021-12-31
NFLX	266,637,466,767	2021-12-31
LLY	264,229,013,580	2021-12-31
NKE	263,638,810,004	2021-12-31
TMO	262,892,560,000	2021-12-31
XOM	260,940,048,082	2021-12-31
KO	255,668,780,000	2021-12-31
COST	250,823,377,505	2021-12-31
ABT	248,868,708,017	2021-12-31
PEP	240,067,220,000	2021-12-31
ABBV	239,371,014,961	2021-12-31
ORCL	238,796,590,590	2021-12-31
DHR	235,275,051,000	2021-12-31
CRM	234,053,730,000	2021-12-31
CMCSA	230,914,040,000	2021-12-31
CVX	224,776,884,000	2021-12-31
PYPL	221,392,920,000	2021-12-31
VZ	216,517,320,000	2021-12-31
INTC	209,450,500,000	2021-12-31
QCOM	206,460,230,000	2021-12-31
MCD	200,314,081,616	2021-12-31
WFC	194,621,274,000	2021-12-31
MRK	193,899,200,000	2021-12-31
UPS	187,547,500,000	2021-12-31
LOW	178,980,001,711	2021-12-31
LIN	178,469,996,670	2021-12-31
BHP	178,061,360,794	2021-12-31
INTU	175,658,190,571	2021-12-31
AMD	174,694,600,000	2021-12-31
TXN	173,957,810,000	2021-12-31
MS	171,878,160,000	2021-12-31
UNP	163,426,991,000	2021-12-31
SCHW	159,117,200,000	2021-12-31
PM	147,981,841,050	2021-12-31
TMUS	144,890,600,890	2021-12-31
HON	143,997,006,000	2021-12-31
AMAT	142,084,828,760	2021-12-31
MDT	139,026,887,421	2021-12-31
BLK	139,002,357,237	2021-12-31
BMY	138,354,650,000	2021-12-31
SBUX	137,825,751,000	2021-12-31
CVS	136,274,360,000	2021-12-31
EL	134,086,440,000	2021-12-31
T	133,256,287,693	2021-12-31
AMT	133,153,020,000	2021-12-31
GS	132,591,830,000	2021-12-31
TTE	130,595,634,612	2021-12-31
NOW	129,172,890,000	2021-12-31
RTX	128,272,430,000	2021-12-31
ISRG	128,198,239,641	2021-12-31
AMGN	127,557,990,000	2021-12-31
AXP	125,644,800,000	2021-12-31
PLD	124,491,950,040	2021-12-31
SE	123,853,793,007	2021-12-31
BUD	121,826,600,000	2021-12-31
IBM	119,905,994,777	2021-12-31
C	119,831,877,000	2021-12-31
BA	118,496,952,000	2021-12-31
CHTR	116,892,400,864	2021-12-31
ZTS	115,670,220,000	2021-12-31
SPGI	113,687,937,000	2021-12-31
TGT	112,951,758,426	2021-12-31
ELV	112,507,960,913	2021-12-31
CAT	111,370,838,000	2021-12-31
JD	108,983,864,990	2021-12-31
INFY	107,837,326,012	2021-12-31
DE	106,961,823,926	2021-12-31
MU	104,199,801,195	2021-12-31
ADP	103,908,812,000	2021-12-31
GE	103,828,875,604	2021-12-31
ABNB	103,392,287,880	2021-12-31
MMM	102,954,348,000	2021-12-31
MRNA	102,607,920,000	2021-12-31
SNOW	101,929,875,000	2021-12-31
LRCX	101,262,422,882	2021-12-31
SYK	100,844,082,000	2021-12-31
BKNG	98,531,577,640	2021-12-31

Summary:

The table presents the top 100 stocks by market capitalization as of December 31, 2021. AAPL leads with nearly $3 trillion, followed by MSFT and GOOG. The list includes a diverse range of sectors, from technology and e-commerce to healthcare and finance, reflecting the overall composition of the market.

Interesting Observations:

• Tech Dominance: The top of the list is heavily dominated by technology companies, showcasing the significant growth and valuation of the tech sector in 2021.
• Diverse Sectors: While tech leads, there's representation from various sectors like healthcare (UNH, JNJ), consumer goods (WMT, PG), and finance (JPM, BAC), indicating a broad-based market strength.
• Cut-off Point: The market cap for the 100th stock, BKNG, is approximately $98.5 billion, providing a threshold for what was considered a top stock by market cap at the end of 2021.

Important Note:

Please remember to double-check all financial data and observations generated by AI. Market conditions and company valuations can change rapidly, so it's always best to verify information from reliable sources before making any financial decisions.
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Create a strategy that rebalances all 100 of them at equal weight

Description:
This portfolio implements a rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy aims to maintain an equal weight allocation across all 100 stocks. The portfolio will rebalance to AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG at equal weights.
JSON:

Create a strategy that rebalances all 100 of them weighted by their market cap

Description:
This portfolio implements a rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy aims to maintain a proportional allocation based on the market capitalization of each stock. The portfolio will rebalance to AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 50 by market cap at equal weights

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 50 stocks with the highest market capitalization, rebalancing them to maintain an equal weight allocation. The portfolio will rebalance to the top 50 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted equally.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 50 by market cap at weights relative to their market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 50 stocks with the highest market capitalization, rebalancing them to maintain weights relative to their market cap. The portfolio will rebalance to the top 50 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 25 by market cap at equal weights

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 25 stocks with the highest market capitalization, rebalancing them to maintain an equal weight allocation. The portfolio will rebalance to the top 25 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted equally.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 25 by market cap at weights relative to their market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 25 stocks with the highest market capitalization, rebalancing them to maintain weights relative to their market cap. The portfolio will rebalance to the top 25 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 10 by market cap at equal weights

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 10 stocks with the highest market capitalization, rebalancing them to maintain an equal weight allocation. The portfolio will rebalance to the top 10 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted equally.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 10 by market cap at weights relative to their market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 10 stocks with the highest market capitalization, rebalancing them to maintain weights relative to their market cap. The portfolio will rebalance to the top 10 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 5 by market cap at equal weights

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 5 stocks with the highest market capitalization, rebalancing them to maintain an equal weight allocation. The portfolio will rebalance to the top 5 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted equally.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 5 by market cap at weights relative to their market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 5 stocks with the highest market capitalization, rebalancing them to maintain weights relative to their market cap. The portfolio will rebalance to the top 5 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 2 by market cap at equal weights

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 2 stocks with the highest market capitalization, rebalancing them to maintain an equal weight allocation. The portfolio will rebalance to the top 2 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted equally.
JSON:

Create a strategy that takes all 100 of these stocks, but dynamically rebalances the top 2 by market cap at weights relative to their market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses on the 2 stocks with the highest market capitalization, rebalancing them to maintain weights relative to their market cap. The portfolio will rebalance to the top 2 stocks with highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG weighted by market cap.
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Create a strategy that takes all 100 of these stocks, but dynamically rebalances to the #1 by market cap

Description:
This portfolio implements a dynamic rebalancing strategy for the top 100 stocks by market capitalization in 2021. The strategy focuses solely on the stock with the highest market capitalization, effectively concentrating the entire portfolio in that single asset. The portfolio will rebalance to the stock with the highest market cap from AAPL, MSFT, GOOG, AMZN, TSLA, META, NVDA, TSM, TM, UNH, JPM, V, JNJ, HD, WMT, PG, BAC, MA, PFE, DIS, AVGO, ACN, ADBE, CSCO, NFLX, LLY, NKE, TMO, XOM, KO, COST, ABT, PEP, ABBV, ORCL, DHR, CRM, CMCSA, CVX, PYPL, VZ, INTC, QCOM, MCD, WFC, MRK, UPS, LOW, LIN, BHP, INTU, AMD, TXN, MS, UNP, SCHW, PM, TMUS, HON, AMAT, MDT, BLK, BMY, SBUX, CVS, EL, T, AMT, GS, TTE, NOW, RTX, ISRG, AMGN, AXP, PLD, SE, BUD, IBM, C, BA, CHTR, ZTS, SPGI, TGT, ELV, CAT, JD, INFY, DE, MU, ADP, GE, ABNB, MMM, MRNA, SNOW, LRCX, SYK, and BKNG.
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backtest all of these portfolios from 01/01/2022 to 03/18/2025

I'll create a backtest configuration for all the market cap-based rebalancing strategies you've created, running from January 1, 2022 to March 18, 2025. Here's the configuration:
This configuration will run a comprehensive backtest of all your market cap-based rebalancing strategies over the past three years, allowing you to compare:

1. Equal weight vs. market cap weighted allocations
2. Different portfolio concentration levels (all 100 stocks, top 50, top 25, top 10, top 5, top 2, and top 1)
   The results will help you determine which approach would have performed best during this period, balancing diversification against concentration in the largest companies.