OpenFinArena/FinDeepIndicator huggingface dataset:
Question: Among Microsoft, RTX Corporation, Broadcom, Nordson Corporation, Supermicro, how much lower is the Days Inventory Outstanding for the top company compared to the second place in 2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Inventory / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Microsoft,2021,52232000000.0,2636000000.0
Microsoft,2022,62650000000.0,3742000000.0
RTX Corporation,2021,51897000000.0,9178000000.0
RTX Corporation,2022,53406000000.0,10617000000.0
Broadcom,2021,10606000000.0,1297000000.0
Broadcom,2022,11108000000.0,1925000000.0
Nordson Corporation,2021,1038129000.0,327195000.0
Nordson Corporation,2022,1163742000.0,383398000.0
Supermicro,2021,3022884000.0,1040964000.0
Supermicro,2022,4396098000.0,1545606000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Broadcom,2022,52.93617212819589
Microsoft,2022,18.579169992019153
Nordson Corporation,2022,111.43640299997766
RTX Corporation,2022,67.64385087817848
Supermicro,2022,107.37909505202113

Answer: 34.357
Question: Among Snap-on, Lululemon Athletica, Sherwin-Williams, McCormick & Company, what is the gap in Days Inventory Outstanding between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Inventory / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Snap-on,2021,2218900000.0,803800000.0
Snap-on,2022,2395400000.0,1033100000.0
Lululemon Athletica,2021,2648052000.0,966481000.0
Lululemon Athletica,2022,3618178000.0,1447367000.0
Sherwin-Williams,2021,11401900000.0,1927200000.0
Sherwin-Williams,2022,12823800000.0,2626500000.0
McCormick & Company,2021,3823300000.0,1182300000.0
McCormick & Company,2022,4076000000.0,1340100000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Lululemon Athletica,2022,121.7538938106417
McCormick & Company,2022,112.93866535819431
Sherwin-Williams,2022,64.80530342020306
Snap-on,2022,139.94917341571346

Answer: 18.1953
Question: In 2024, within Ross Stores, Labcorp, Philip Morris International, CMS Energy, by how much does the company with the highest Days Inventory Outstanding differ from the second-ranked company? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Inventory / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Ross Stores,2023,14801601000.0,2192220000.0
Ross Stores,2024,15260506000.0,2444513000.0
Labcorp,2023,8796700000.0,474600000.0
Labcorp,2024,9384500000.0,493200000.0
Philip Morris International,2023,12893000000.0,10774000000.0
Philip Morris International,2024,13329000000.0,9453000000.0
CMS Energy,2023,2277000000.0,587000000.0
CMS Energy,2024,1973000000.0,435000000.0

Indicator data:
corporate,year,Days Inventory Outstanding
CMS Energy,2024,94.53370501773948
Labcorp,2024,18.82076828813469
Philip Morris International,2024,276.9470702978468
Ross Stores,2024,55.45057106887543

Answer: 182.4134
Question: For Days Inventory Outstanding in 2022, what is the difference between the top and second-place companies among Walmart, AES Corporation, Axon Enterprise? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Inventory / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Walmart,2021,429000000000.0,56511000000.0
Walmart,2022,463721000000.0,56576000000.0
AES Corporation,2021,8430000000.0,604000000.0
AES Corporation,2022,10069000000.0,1055000000.0
Axon Enterprise,2021,322471000.0,108688000.0
Axon Enterprise,2022,461297000.0,202471000.0

Indicator data:
corporate,year,Days Inventory Outstanding
AES Corporation,2022,30.06927202304102
Axon Enterprise,2022,123.10185737171497
Walmart,2022,44.506023018151

Answer: 78.5958
Question: Among Stryker Corporation, Bristol Myers Squibb, Western Digital, calculate the margin between the lowest-Days Inventory Outstanding company and the second-place company in 2017. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Inventory / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Stryker Corporation,2016,3830000000.0,2030000000.0
Stryker Corporation,2017,4271000000.0,2465000000.0
Bristol Myers Squibb,2016,4946000000.0,1241000000.0
Bristol Myers Squibb,2017,6066000000.0,1166000000.0
Western Digital,2016,9559000000.0,2129000000.0
Western Digital,2017,13021000000.0,2341000000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Bristol Myers Squibb,2017,72.4163369601055
Stryker Corporation,2017,192.07152891594475
Western Digital,2017,62.65071807080869

Answer: 9.7656
Question: Among Dow Inc., Motorola Solutions, CME Group, ServiceNow, how much lower is the Days Sales Outstanding for the top company compared to the second place in 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Receivables / Revenue * 365
Data:
corporate,year,Revenue,TradeReceivables
Dow Inc.,2019,42951000000.0,4844000000.0
Dow Inc.,2020,38542000000.0,4839000000.0
Motorola Solutions,2019,7887000000.0,1412000000.0
Motorola Solutions,2020,7414000000.0,1390000000.0
CME Group,2019,4868000000.0,491800000.0
CME Group,2020,4883600000.0,461300000.0
ServiceNow,2019,3460437000.0,835279000.0
ServiceNow,2020,4519484000.0,1009415000.0

Indicator data:
corporate,year,Days Sales Outstanding
CME Group,2020,35.61732123843066
Dow Inc.,2020,45.84991697369104
Motorola Solutions,2020,68.97288912867548
ServiceNow,2020,74.49006457374338

Answer: 10.2326
Question: Among Nike, Jabil, Merck & Co., Warner Bros. Discovery, what is the gap in Days Sales Outstanding between the lowest-ranked company and the runner-up in 2023? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Receivables / Revenue * 365
Data:
corporate,year,Revenue,TradeReceivables
Nike,2022,46710000000.0,4667000000.0
Nike,2023,51217000000.0,4131000000.0
Jabil,2022,33478000000.0,3995000000.0
Jabil,2023,34702000000.0,3647000000.0
Merck & Co.,2022,59283000000.0,9450000000.0
Merck & Co.,2023,60115000000.0,10349000000.0
Warner Bros. Discovery,2022,33817000000.0,6380000000.0
Warner Bros. Discovery,2023,41321000000.0,6047000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Jabil,2023,40.189758515359344
Merck & Co.,2023,60.10675372203277
Nike,2023,31.349649530429346
Warner Bros. Discovery,2023,54.8855908617894

Answer: 8.8401
Question: In 2023, within Paycom, Baxter International, Williams Companies, Western Digital, by how much does the company with the highest Days Sales Outstanding differ from the second-ranked company? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Receivables / Revenue * 365
Data:
corporate,year,Revenue,TradeReceivables
Paycom,2022,1375218000.0,22843000.0
Paycom,2023,1693674000.0,16442000.0
Baxter International,2022,15113000000.0,2659000000.0
Baxter International,2023,14813000000.0,2690000000.0
Williams Companies,2022,10965000000.0,2723000000.0
Williams Companies,2023,10907000000.0,1655000000.0
Western Digital,2022,18793000000.0,2804000000.0
Western Digital,2023,12318000000.0,1598000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Baxter International,2023,65.90106663066226
Paycom,2023,4.2331124525735175
Western Digital,2023,65.2187855171294
Williams Companies,2023,73.2543320803154

Answer: 7.3533
Question: For Days Sales Outstanding in 2023, what is the difference between the top and second-place companies among Paychex, Johnson & Johnson, Visa Inc.? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Receivables / Revenue * 365
Data:
corporate,year,Revenue,TradeReceivables
Paychex,2022,4554000000.0,723800000.0
Paychex,2023,4907300000.0,873300000.0
Johnson & Johnson,2022,94943000000.0,16160000000.0
Johnson & Johnson,2023,85159000000.0,14873000000.0
Visa Inc.,2022,29310000000.0,2020000000.0
Visa Inc.,2023,32653000000.0,2291000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Johnson & Johnson,2023,66.50527249028288
Paychex,2023,59.39533959611191
Visa Inc.,2023,24.094493614675528

Answer: 35.3008
Question: Among Estée Lauder Companies (The), Deckers Brands, Southwest Airlines, calculate the margin between the highest-Days Sales Outstanding company and the second-place company in 2024. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Receivables / Revenue * 365
Data:
corporate,year,Revenue,TradeReceivables
Estée Lauder Companies (The),2023,15910000000.0,1452000000.0
Estée Lauder Companies (The),2024,15608000000.0,1727000000.0
Deckers Brands,2023,4287763000.0,296565000.0
Deckers Brands,2024,4985612000.0,332872000.0
Southwest Airlines,2023,26091000000.0,1154000000.0
Southwest Airlines,2024,27483000000.0,1110000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Deckers Brands,2024,23.040752569594265
Estée Lauder Companies (The),2024,37.17116222450026
Southwest Airlines,2024,15.034021031182913

Answer: 14.1304
Question: Among Visa Inc., Chipotle Mexican Grill, Meta Platforms, Emerson Electric, American Electric Power, how much higher is the Days Payable Outstanding for the top company compared to the second place in 2020? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Payables / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Visa Inc.,2019,3444000000.0,156000000.0
Visa Inc.,2020,3785000000.0,174000000.0
Chipotle Mexican Grill,2019,1847916000.0,115816000.0
Chipotle Mexican Grill,2020,1932766000.0,121990000.0
Meta Platforms,2019,12770000000.0,886000000.0
Meta Platforms,2020,16692000000.0,1093000000.0
Emerson Electric,2019,10557000000.0,1874000000.0
Emerson Electric,2020,9776000000.0,1715000000.0
American Electric Power,2019,5106100000.0,2085800000.0
American Electric Power,2020,4369700000.0,1709700000.0

Indicator data:
corporate,year,Days Payable Outstanding
American Electric Power,2020,158.51860539625144
Chipotle Mexican Grill,2020,22.45465565929864
Emerson Electric,2020,67.00005114566284
Meta Platforms,2020,21.637161514497965
Visa Inc.,2020,15.911492734478204

Answer: 91.5186
Question: Among Textron, Bristol Myers Squibb, Cardinal Health, what is the gap in Days Payable Outstanding between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Payables / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Textron,2021,10297000000.0,786000000.0
Textron,2022,10800000000.0,1018000000.0
Bristol Myers Squibb,2021,9940000000.0,2949000000.0
Bristol Myers Squibb,2022,10137000000.0,3040000000.0
Cardinal Health,2021,155689000000.0,23700000000.0
Cardinal Health,2022,174819000000.0,27128000000.0

Indicator data:
corporate,year,Days Payable Outstanding
Bristol Myers Squibb,2022,107.8220874025846
Cardinal Health,2022,53.06122332240774
Textron,2022,30.48425925925926

Answer: 54.7609
Question: In 2024, within Qualcomm, RTX Corporation, Ball Corporation, Southern Company, by how much does the company with the lowest Days Payable Outstanding differ from the second-ranked company? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Payables / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Qualcomm,2023,15869000000.0,1912000000.0
Qualcomm,2024,17060000000.0,2584000000.0
RTX Corporation,2023,56831000000.0,10698000000.0
RTX Corporation,2024,65328000000.0,12897000000.0
Ball Corporation,2023,11359000000.0,3753000000.0
Ball Corporation,2024,9354000000.0,3418000000.0
Southern Company,2023,7452000000.0,2898000000.0
Southern Company,2024,6843000000.0,3701000000.0

Indicator data:
corporate,year,Days Payable Outstanding
Ball Corporation,2024,139.9088625187086
Qualcomm,2024,48.09613130128957
RTX Corporation,2024,65.91488335782513
Southern Company,2024,175.99262019582054

Answer: 17.8188
Question: For Days Payable Outstanding in 2021, what is the difference between the top and second-place companies among Waste Management, Keurig Dr Pepper, Medtronic, Estée Lauder Companies (The)? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Payables / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Waste Management,2020,9341000000.0,1121000000.0
Waste Management,2021,11111000000.0,1375000000.0
Keurig Dr Pepper,2020,5132000000.0,3740000000.0
Keurig Dr Pepper,2021,5706000000.0,4316000000.0
Medtronic,2020,9424000000.0,1996000000.0
Medtronic,2021,10483000000.0,2106000000.0
Estée Lauder Companies (The),2020,3552000000.0,1177000000.0
Estée Lauder Companies (The),2021,3834000000.0,1692000000.0

Indicator data:
corporate,year,Days Payable Outstanding
Estée Lauder Companies (The),2021,136.56559728742826
Keurig Dr Pepper,2021,257.6621100595864
Medtronic,2021,71.41228655919107
Waste Management,2021,40.99720997209972

Answer: 121.0965
Question: Among Booking Holdings, Targa Resources, Trade Desk (The), Bristol Myers Squibb, United Airlines Holdings, calculate the margin between the lowest-Days Payable Outstanding company and the second-place company in 2019. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Average Trade Payables / COGS * 365
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Booking Holdings,2018,2042000000.0,1134000000.0
Booking Holdings,2019,2248000000.0,1239000000.0
Targa Resources,2018,8238200000.0,1737300000.0
Targa Resources,2019,6118500000.0,1379900000.0
Trade Desk (The),2018,114098000.0,669147000.0
Trade Desk (The),2019,156180000.0,868618000.0
Bristol Myers Squibb,2018,6547000000.0,1892000000.0
Bristol Myers Squibb,2019,8078000000.0,2445000000.0
United Airlines Holdings,2018,11458000000.0,2363000000.0
United Airlines Holdings,2019,12071000000.0,2703000000.0

Indicator data:
corporate,year,Days Payable Outstanding
Booking Holdings,2019,192.64790925266905
Bristol Myers Squibb,2019,97.98248328794256
Targa Resources,2019,92.97850780420039
Trade Desk (The),2019,1796.9145377128953
United Airlines Holdings,2019,76.5922458785519

Answer: 16.3863
Question: Among EOG Resources, Jabil, AES Corporation, how much lower is the Operating Cycle for the top company compared to the second place in 2019? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables
EOG Resources,2018,746876000.0,859359000.0,17275399000.0,1915215000.0
EOG Resources,2019,758300000.0,767297000.0,17379973000.0,2001658000.0
Jabil,2018,20388624000.0,3457706000.0,22095416000.0,1693268000.0
Jabil,2019,23368919000.0,3023003000.0,25282320000.0,2745226000.0
AES Corporation,2018,8163000000.0,577000000.0,10736000000.0,1595000000.0
AES Corporation,2019,7840000000.0,487000000.0,10189000000.0,1479000000.0

Indicator data:
corporate,year,Operating Cycle
AES Corporation,2019,79.82772562847889
EOG Resources,2019,432.61665272866884
Jabil,2019,82.65040936126024

Answer: 2.8227
Question: Among CDW Corporation, EOG Resources, Constellation Brands, Dell Technologies, Kroger, what is the gap in Operating Cycle between the lowest-ranked company and the runner-up in 2023? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables
CDW Corporation,2022,19062100000.0,800200000.0,23748700000.0,4461300000.0
CDW Corporation,2023,16723600000.0,668100000.0,21376000000.0,4567500000.0
EOG Resources,2022,966000000.0,1058000000.0,29492000000.0,2774000000.0
EOG Resources,2023,957000000.0,1275000000.0,23182000000.0,2716000000.0
Constellation Brands,2022,4683600000.0,1898700000.0,10177200000.0,901600000.0
Constellation Brands,2023,4944300000.0,2078300000.0,10711000000.0,832800000.0
Dell Technologies,2022,79615000000.0,4776000000.0,102301000000.0,12482000000.0
Dell Technologies,2023,67556000000.0,3622000000.0,88425000000.0,9343000000.0
Kroger,2022,116480000000.0,9756000000.0,148258000000.0,2234000000.0
Kroger,2023,116675000000.0,9414000000.0,150039000000.0,2136000000.0

Indicator data:
corporate,year,Operating Cycle
CDW Corporation,2023,93.10754363244857
Constellation Brands,2023,176.34748111797558
Dell Technologies,2023,67.73141125628392
EOG Resources,2023,488.1232989202609
Kroger,2023,35.30066665775248

Answer: 32.4307
Question: In 2024, within Zoetis, Teradyne, NRG Energy, by how much does the company with the lowest Operating Cycle differ from the second-ranked company? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables
Zoetis,2023,2561000000.0,2564000000.0,8544000000.0,1304000000.0
Zoetis,2024,2719000000.0,2306000000.0,9256000000.0,1316000000.0
Teradyne,2023,1139550000.0,309974000.0,2676298000.0,422124000.0
Teradyne,2024,1170953000.0,298492000.0,2819880000.0,471426000.0
NRG Energy,2023,26526000000.0,607000000.0,28823000000.0,3542000000.0
NRG Energy,2024,22100000000.0,478000000.0,28130000000.0,3488000000.0

Indicator data:
corporate,year,Operating Cycle
NRG Energy,2024,54.56862229017506
Teradyne,2024,152.66277199277374
Zoetis,2024,378.534073342842

Answer: 98.0941
Question: For Operating Cycle in 2018, what is the difference between the top and second-place companies among Hasbro, Omnicom Group, PepsiCo? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables
Hasbro,2017,2033693000.0,433293000.0,5209782000.0,1405399000.0
Hasbro,2018,1850678000.0,443383000.0,4579646000.0,1188052000.0
Omnicom Group,2017,12481800000.0,1110600000.0,15273600000.0,8083800000.0
Omnicom Group,2018,12437300000.0,1161500000.0,15290200000.0,7666100000.0
PepsiCo,2017,28785000000.0,2947000000.0,63525000000.0,7024000000.0
PepsiCo,2018,29381000000.0,3128000000.0,64661000000.0,7142000000.0

Indicator data:
corporate,year,Operating Cycle
Hasbro,2018,189.80086868587458
Omnicom Group,2018,221.32675703799814
PepsiCo,2018,77.71713791127243

Answer: 31.5259
Question: Among O’Reilly Automotive, Vulcan Materials Company, Packaging Corporation of America, Baxter International, calculate the margin between the lowest-Operating Cycle company and the second-place company in 2022. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables
O’Reilly Automotive,2021,6307614000.0,3686383000.0,13327563000.0,272562000.0
O’Reilly Automotive,2022,7028154000.0,4359126000.0,14409860000.0,343155000.0
Vulcan Materials Company,2021,4178800000.0,521300000.0,5552200000.0,783200000.0
Vulcan Materials Company,2022,5757500000.0,579300000.0,7315200000.0,845600000.0
Packaging Corporation of America,2021,5857300000.0,902500000.0,7730300000.0,1071000000.0
Packaging Corporation of America,2022,6387400000.0,977300000.0,8478000000.0,1031800000.0
Baxter International,2021,7679000000.0,2453000000.0,12784000000.0,2629000000.0
Baxter International,2022,9716000000.0,2718000000.0,15113000000.0,2659000000.0

Indicator data:
corporate,year,Operating Cycle
Baxter International,2022,160.98550251410555
O’Reilly Automotive,2022,216.71566477635884
Packaging Corporation of America,2022,98.97492301409069
Vulcan Materials Company,2022,75.52197204452787

Answer: 23.453
Question: Among F5, Nike, Textron, how much higher is the Cash Conversion Cycle for the top company compared to the second place in 2023? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables
F5,2022,539627000.0,68365000.0,2695845000.0,469979000.0,113178000.0
F5,2023,593308000.0,35874000.0,2813169000.0,454832000.0,63315000.0
Nike,2022,25231000000.0,8420000000.0,46710000000.0,4667000000.0,3358000000.0
Nike,2023,28925000000.0,8454000000.0,51217000000.0,4131000000.0,2862000000.0
Textron,2022,10800000000.0,3550000000.0,12869000000.0,855000000.0,1018000000.0
Textron,2023,11405000000.0,3914000000.0,13683000000.0,868000000.0,1023000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
F5,2023,37.77054448917783
Nike,2023,98.5702199712245
Textron,2023,109.75839855809454

Answer: 11.1882
Question: Among Intuitive Surgical, Ecolab, Chipotle Mexican Grill, what is the gap in Cash Conversion Cycle between the highest-ranked company and the runner-up in 2023? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables
Intuitive Surgical,2022,2026200000.0,893200000.0,6222200000.0,942100000.0,147000000.0
Intuitive Surgical,2023,2394600000.0,1220600000.0,7124100000.0,1130200000.0,188700000.0
Ecolab,2022,8831000000.0,1792800000.0,14187800000.0,2698100000.0,1728200000.0
Ecolab,2023,9154900000.0,1497200000.0,15320200000.0,2834200000.0,1566300000.0
Chipotle Mexican Grill,2022,2602245000.0,35668000.0,8634652000.0,106880000.0,184566000.0
Chipotle Mexican Grill,2023,2912564000.0,39309000.0,9871649000.0,115535000.0,197646000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Chipotle Mexican Grill,2023,-15.139362409443175
Ecolab,2023,65.81313789860035
Intuitive Surgical,2023,188.6012659365016

Answer: 122.7881
Question: In 2020, within Cummins, Corning Inc., Southwest Airlines, Parker Hannifin, by how much does the company with the highest Cash Conversion Cycle differ from the second-ranked company? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables
Cummins,2019,17591000000.0,3486000000.0,23571000000.0,3387000000.0,2534000000.0
Cummins,2020,14917000000.0,3425000000.0,19811000000.0,3440000000.0,2820000000.0
Corning Inc.,2019,7468000000.0,2320000000.0,11503000000.0,1836000000.0,1587000000.0
Corning Inc.,2020,7772000000.0,2438000000.0,11303000000.0,2133000000.0,1174000000.0
Southwest Airlines,2019,8293000000.0,529000000.0,22428000000.0,1086000000.0,1574000000.0
Southwest Airlines,2020,6811000000.0,414000000.0,9048000000.0,1130000000.0,931000000.0
Parker Hannifin,2019,10703484000.0,1678132000.0,14320324000.0,0.0,1413155000.0
Parker Hannifin,2020,10286518000.0,1814631000.0,13695520000.0,0.0,1111759000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Corning Inc.,2020,110.97710610011625
Cummins,2020,81.93959597488349
Parker Hannifin,2020,17.171256833459097
Southwest Airlines,2020,2.843551499946571

Answer: 29.0375
Question: For Cash Conversion Cycle in 2019, what is the difference between the top and second-place companies among Amazon, Electronic Arts, Textron? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables
Amazon,2018,139156000000.0,17174000000.0,232887000000.0,16677000000.0,38192000000.0
Amazon,2019,165536000000.0,20497000000.0,280522000000.0,20816000000.0,47183000000.0
Electronic Arts,2018,1322000000.0,0.0,4950000000.0,623000000.0,113000000.0
Electronic Arts,2019,1369000000.0,0.0,5537000000.0,461000000.0,68000000.0
Textron,2018,11594000000.0,3818000000.0,13972000000.0,1462000000.0,1099000000.0
Textron,2019,11406000000.0,4069000000.0,13630000000.0,921000000.0,1378000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Amazon,2019,-28.200740401907055
Electronic Arts,2019,11.599807747943874
Textron,2019,118.46927068800207

Answer: 39.8005
Question: Among General Mills, Zimmer Biomet, Constellation Brands, calculate the margin between the lowest-Cash Conversion Cycle company and the second-place company in 2025. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables
General Mills,2024,12925100000.0,1898200000.0,19857200000.0,1696200000.0,3987800000.0
General Mills,2025,12753600000.0,1910800000.0,19486600000.0,1795900000.0,4009500000.0
Zimmer Biomet,2024,2191200000.0,2235300000.0,7678600000.0,1480700000.0,194600000.0
Zimmer Biomet,2025,2493700000.0,2286400000.0,8231500000.0,1704400000.0,303000000.0
Constellation Brands,2024,4894100000.0,1437200000.0,10956900000.0,736500000.0,939800000.0
Constellation Brands,2025,4427500000.0,1433900000.0,9755500000.0,658200000.0,960200000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Constellation Brands,2025,66.11960699405373
General Mills,2025,-27.228305611274948
Zimmer Biomet,2025,365.11806879741613

Answer: 93.3479
Question: Among Vulcan Materials Company, ResMed, Boston Scientific, Church & Dwight, Nucor, how much higher is the Inventory Turnover for the top company compared to the second place in 2018? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Inventory
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Vulcan Materials Company,2017,2889735000.0,384338000.0
Vulcan Materials Company,2018,3281924000.0,429330000.0
ResMed,2017,864992000.0,268319000.0
ResMed,2018,978032000.0,268701000.0
Boston Scientific,2017,2593000000.0,1078000000.0
Boston Scientific,2018,2813000000.0,1166000000.0
Church & Dwight,2017,2046600000.0,330700000.0
Church & Dwight,2018,2305100000.0,382800000.0
Nucor,2017,17682986000.0,3461686000.0
Nucor,2018,20771871000.0,4553500000.0

Indicator data:
corporate,year,Inventory Turnover
Boston Scientific,2018,2.5071301247771838
Church & Dwight,2018,6.461387526278907
Nucor,2018,5.18312887561187
ResMed,2018,3.6424416222859484
Vulcan Materials Company,2018,8.066985551846699

Answer: 1.6056
Question: Among Dow Inc., Apple Inc., Amgen, Zebra Technologies, what is the gap in Inventory Turnover between the lowest-ranked company and the runner-up in 2024? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Inventory
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Dow Inc.,2023,39742000000.0,6076000000.0
Dow Inc.,2024,38358000000.0,6544000000.0
Apple Inc.,2023,214137000000.0,6331000000.0
Apple Inc.,2024,210352000000.0,7286000000.0
Amgen,2023,8451000000.0,9518000000.0
Amgen,2024,12858000000.0,6998000000.0
Zebra Technologies,2023,2461000000.0,804000000.0
Zebra Technologies,2024,2568000000.0,693000000.0

Indicator data:
corporate,year,Inventory Turnover
Amgen,2024,1.5570356018406393
Apple Inc.,2024,30.895498274216052
Dow Inc.,2024,6.07892234548336
Zebra Technologies,2024,3.4308617234468937

Answer: 1.8738
Question: In 2025, within General Mills, Cummins, Moderna, Ross Stores, by how much does the company with the highest Inventory Turnover differ from the second-ranked company? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Inventory
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
General Mills,2024,12925100000.0,1898200000.0
General Mills,2025,12753600000.0,1910800000.0
Cummins,2024,25663000000.0,5742000000.0
Cummins,2025,25154000000.0,5822000000.0
Moderna,2024,1464000000.0,117000000.0
Moderna,2025,868000000.0,153000000.0
Ross Stores,2024,15260506000.0,2444513000.0
Ross Stores,2025,16447256000.0,2630970000.0

Indicator data:
corporate,year,Inventory Turnover
Cummins,2025,4.350397786233137
General Mills,2025,6.6965607771068525
Moderna,2025,6.42962962962963
Ross Stores,2025,6.481060423214894

Answer: 0.2155
Question: For Inventory Turnover in 2022, what is the difference between the top and second-place companies among Edwards Lifesciences, Constellation Brands, Lam Research, Merck & Co.? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Inventory
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
Edwards Lifesciences,2021,1248900000.0,726700000.0
Edwards Lifesciences,2022,1080400000.0,875500000.0
Constellation Brands,2021,4113400000.0,1573200000.0
Constellation Brands,2022,4683600000.0,1898700000.0
Lam Research,2021,7820844000.0,2689294000.0
Lam Research,2022,9355232000.0,3966294000.0
Merck & Co.,2021,13626000000.0,5953000000.0
Merck & Co.,2022,17411000000.0,5911000000.0

Indicator data:
corporate,year,Inventory Turnover
Constellation Brands,2022,2.6980039747688584
Edwards Lifesciences,2022,1.3486456122831108
Lam Research,2022,2.81124132082695
Merck & Co.,2022,2.9350977747808495

Answer: 0.1239
Question: Among RTX Corporation, Colgate-Palmolive, Nordson Corporation, Valero Energy, calculate the margin between the highest-Inventory Turnover company and the second-place company in 2022. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Inventory
Data:
corporate,year,CostOfGoodsAndServicesSold,Inventories
RTX Corporation,2021,51897000000.0,9178000000.0
RTX Corporation,2022,53406000000.0,10617000000.0
Colgate-Palmolive,2021,7046000000.0,1692000000.0
Colgate-Palmolive,2022,7719000000.0,2074000000.0
Nordson Corporation,2021,1038129000.0,327195000.0
Nordson Corporation,2022,1163742000.0,383398000.0
Valero Energy,2021,110848000000.0,6265000000.0
Valero Energy,2022,159587000000.0,6752000000.0

Indicator data:
corporate,year,Inventory Turnover
Colgate-Palmolive,2022,4.099309612320765
Nordson Corporation,2022,3.2754108188512974
RTX Corporation,2022,5.395908057590301
Valero Energy,2022,24.519781823768916

Answer: 19.1239
Question: Among Leidos, McCormick & Company, Quanta Services, Warner Bros. Discovery, CBRE Group, how much lower is the Receivables Turnover for the top company compared to the second place in 2020? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Trade Receivables
Data:
corporate,year,Revenue,TradeReceivables
Leidos,2019,11094000000.0,1734000000.0
Leidos,2020,12297000000.0,2137000000.0
McCormick & Company,2019,5347400000.0,502900000.0
McCormick & Company,2020,5601300000.0,528500000.0
Quanta Services,2019,12112153000.0,2747911000.0
Quanta Services,2020,11202672000.0,2716083000.0
Warner Bros. Discovery,2019,11144000000.0,2633000000.0
Warner Bros. Discovery,2020,10671000000.0,2537000000.0
CBRE Group,2019,23894091000.0,4466674000.0
CBRE Group,2020,23826195000.0,4394954000.0

Indicator data:
corporate,year,Receivables Turnover
CBRE Group,2020,5.377385509750579
Leidos,2020,6.3533970550245416
McCormick & Company,2020,10.861547411285631
Quanta Services,2020,4.10054330220714
Warner Bros. Discovery,2020,4.128046421663443

Answer: 0.0275
Question: Among Textron, Cencora, Las Vegas Sands, Deckers Brands, Paychex, what is the gap in Receivables Turnover between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Trade Receivables
Data:
corporate,year,Revenue,TradeReceivables
Textron,2021,12382000000.0,838000000.0
Textron,2022,12869000000.0,855000000.0
Cencora,2021,213988843000.0,18167175000.0
Cencora,2022,238587006000.0,18452675000.0
Las Vegas Sands,2021,4234000000.0,202000000.0
Las Vegas Sands,2022,4110000000.0,267000000.0
Deckers Brands,2021,3150339000.0,302688000.0
Deckers Brands,2022,3627286000.0,301511000.0
Paychex,2021,3997500000.0,578300000.0
Paychex,2022,4554000000.0,723800000.0

Indicator data:
corporate,year,Receivables Turnover
Cencora,2022,13.030474237333031
Deckers Brands,2022,12.00692487077933
Las Vegas Sands,2022,17.526652452025587
Paychex,2022,6.994854465862837
Textron,2022,15.202598936798582

Answer: 2.3241
Question: In 2023, within Henry Schein, Lamb Weston, Hubbell Incorporated, Dell Technologies, Charter Communications, by how much does the company with the highest Receivables Turnover differ from the second-ranked company? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Trade Receivables
Data:
corporate,year,Revenue,TradeReceivables
Henry Schein,2022,12647000000.0,1442000000.0
Henry Schein,2023,12339000000.0,1863000000.0
Lamb Weston,2022,4098900000.0,447300000.0
Lamb Weston,2023,5350600000.0,724200000.0
Hubbell Incorporated,2022,4947900000.0,741600000.0
Hubbell Incorporated,2023,5372900000.0,785400000.0
Dell Technologies,2022,102301000000.0,12482000000.0
Dell Technologies,2023,88425000000.0,9343000000.0
Charter Communications,2022,54022000000.0,2921000000.0
Charter Communications,2023,54607000000.0,2965000000.0

Indicator data:
corporate,year,Receivables Turnover
Charter Communications,2023,18.554875976894326
Dell Technologies,2023,8.103092783505154
Henry Schein,2023,7.466868381240545
Hubbell Incorporated,2023,7.037197118533071
Lamb Weston,2023,9.134613743064447

Answer: 9.4203
Question: For Receivables Turnover in 2025, what is the difference between the top and second-place companies among Apple Inc., DaVita, Kraft Heinz, PayPal, Equifax? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Trade Receivables
Data:
corporate,year,Revenue,TradeReceivables
Apple Inc.,2024,391035000000.0,33410000000.0
Apple Inc.,2025,416161000000.0,39777000000.0
DaVita,2024,12815550000.0,2146975000.0
DaVita,2025,13643069000.0,2414690000.0
Kraft Heinz,2024,25846000000.0,2147000000.0
Kraft Heinz,2025,24942000000.0,2254000000.0
PayPal,2024,31797000000.0,6422000000.0
PayPal,2025,33172000000.0,6746000000.0
Equifax,2024,5681100000.0,957600000.0
Equifax,2025,6074500000.0,1012700000.0

Indicator data:
corporate,year,Receivables Turnover
Apple Inc.,2025,11.372538838864825
DaVita,2025,5.981618115315351
Equifax,2025,6.166066081307415
Kraft Heinz,2025,11.334696659850033
PayPal,2025,5.038274605103281

Answer: 0.9433
Question: Among Arista Networks, Dover Corporation, Jacobs Solutions, calculate the margin between the lowest-Receivables Turnover company and the second-place company in 2021. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Trade Receivables
Data:
corporate,year,Revenue,TradeReceivables
Arista Networks,2020,2317512000.0,389540000.0
Arista Networks,2021,2948037000.0,516509000.0
Dover Corporation,2020,6683760000.0,1137223000.0
Dover Corporation,2021,7907081000.0,1347514000.0
Jacobs Solutions,2020,13566975000.0,3167310000.0
Jacobs Solutions,2021,14092632000.0,3101418000.0

Indicator data:
corporate,year,Receivables Turnover
Arista Networks,2021,6.507455998516637
Dover Corporation,2021,6.364521476518441
Jacobs Solutions,2021,4.496169557843314

Answer: 1.8684
Question: Among Danaher Corporation, Fastenal, Howmet Aerospace, how much higher is the Payables Turnover for the top company compared to the second place in 2024? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Trade Payables
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Danaher Corporation,2023,9856000000.0,1766000000.0
Danaher Corporation,2024,9669000000.0,1753000000.0
Fastenal,2023,3992200000.0,264100000.0
Fastenal,2024,4144100000.0,287700000.0
Howmet Aerospace,2023,4773000000.0,982000000.0
Howmet Aerospace,2024,5119000000.0,948000000.0

Indicator data:
corporate,year,Payables Turnover
Danaher Corporation,2024,5.495311167945439
Fastenal,2024,15.020297209133744
Howmet Aerospace,2024,5.3046632124352335

Answer: 9.525
Question: Among Hershey Company (The), Mondelez International, Devon Energy, what is the gap in Payables Turnover between the lowest-ranked company and the runner-up in 2018? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Trade Payables
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Hershey Company (The),2017,4070907000.0,523229000.0
Hershey Company (The),2018,4215744000.0,502314000.0
Mondelez International,2017,15831000000.0,5705000000.0
Mondelez International,2018,15586000000.0,5794000000.0
Devon Energy,2017,7730000000.0,1180000000.0
Devon Energy,2018,4363000000.0,898000000.0

Indicator data:
corporate,year,Payables Turnover
Devon Energy,2018,4.1992300288739175
Hershey Company (The),2018,8.221486568578792
Mondelez International,2018,2.710844421254022

Answer: 1.4884
Question: In 2023, within Ares Management, Cencora, Waste Management, by how much does the company with the highest Payables Turnover differ from the second-ranked company? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Trade Payables
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Ares Management,2022,1498590000.0,231921000.0
Ares Management,2023,1486698000.0,423407000.0
Cencora,2022,230290639000.0,40192890000.0
Cencora,2023,253213918000.0,45836037000.0
Waste Management,2022,12294000000.0,1766000000.0
Waste Management,2023,12606000000.0,1709000000.0

Indicator data:
corporate,year,Payables Turnover
Ares Management,2023,4.537263782411251
Cencora,2023,5.886715709007971
Waste Management,2023,7.255251798561151

Answer: 1.3685
Question: For Payables Turnover in 2023, what is the difference between the top and second-place companies among Elevance Health, Advanced Micro Devices, CrowdStrike, Medtronic, United Airlines Holdings? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Trade Payables
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
Elevance Health,2022,13035000000.0,5607000000.0
Elevance Health,2023,17293000000.0,6910000000.0
Advanced Micro Devices,2022,11550000000.0,2493000000.0
Advanced Micro Devices,2023,11278000000.0,2055000000.0
CrowdStrike,2022,601231000.0,45372000.0
CrowdStrike,2023,755723000.0,28180000.0
Medtronic,2022,10145000000.0,2276000000.0
Medtronic,2023,10719000000.0,2662000000.0
United Airlines Holdings,2022,11466000000.0,3395000000.0
United Airlines Holdings,2023,14787000000.0,3835000000.0

Indicator data:
corporate,year,Payables Turnover
Advanced Micro Devices,2023,4.959542656112577
CrowdStrike,2023,20.54935283880792
Elevance Health,2023,2.763122153870736
Medtronic,2023,4.341433778857837
United Airlines Holdings,2023,4.090456431535269

Answer: 1.3273
Question: Among 3M, American Tower, Charles River Laboratories, calculate the margin between the lowest-Payables Turnover company and the second-place company in 2022. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: COGS / Average Trade Payables
Data:
corporate,year,CostOfGoodsAndServicesSold,TradePayables
3M,2021,18795000000.0,2994000000.0
3M,2022,19232000000.0,3183000000.0
American Tower,2021,2585300000.0,272400000.0
American Tower,2022,3156400000.0,218600000.0
Charles River Laboratories,2021,2205522000.0,198130000.0
Charles River Laboratories,2022,2513409000.0,205915000.0

Indicator data:
corporate,year,Payables Turnover
3M,2022,6.2269710215314875
American Tower,2022,12.857026476578412
Charles River Laboratories,2022,12.441233030974272

Answer: 6.2143
Question: Among Edwards Lifesciences, Abbott Laboratories, Occidental Petroleum, how much higher is the Total Asset Turnover for the top company compared to the second place in 2021? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Revenue / Average Total Assets
Data:
corporate,year,Revenue,Assets
Edwards Lifesciences,2020,4386300000.0,7237100000.0
Edwards Lifesciences,2021,5232500000.0,8502600000.0
Abbott Laboratories,2020,34608000000.0,72548000000.0
Abbott Laboratories,2021,43075000000.0,75196000000.0
Occidental Petroleum,2020,17809000000.0,80064000000.0
Occidental Petroleum,2021,25956000000.0,75036000000.0

Indicator data:
corporate,year,Total Asset Turnover
Abbott Laboratories,2021,0.583103205544726
Edwards Lifesciences,2021,0.6648792543695242
Occidental Petroleum,2021,0.3347001934235977

Answer: 0.0818