OpenFinArena/FinDeepIndicator huggingface dataset:
Question: Over 2021-2023, what is the ratio of Jacobs Solutions to Johnson & Johnson for the maximum of Return on Assets? (Indicator unit: %; 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: Net Income / Average Total Assets * 100%
Data:
corporate,year,NetIncome,Assets
Jacobs Solutions,2020,491845000.0,12354353000.0
Jacobs Solutions,2021,477030000.0,14632609000.0
Jacobs Solutions,2022,644039000.0,14660419000.0
Jacobs Solutions,2023,665777000.0,14617109000.0
Johnson & Johnson,2020,14714000000.0,174894000000.0
Johnson & Johnson,2021,20878000000.0,182018000000.0
Johnson & Johnson,2022,17941000000.0,187378000000.0
Johnson & Johnson,2023,35153000000.0,167558000000.0

Indicator data:
corporate,year,Return on Assets
Jacobs Solutions,2021,3.535262694630096
Jacobs Solutions,2022,4.397216975998521
Jacobs Solutions,2023,4.5480410777849825
Johnson & Johnson,2021,11.699242390281078
Johnson & Johnson,2022,9.713694788248924
Johnson & Johnson,2023,19.808078076047515

Answer: 0.2296
Question: Calculate the minimum of Return on Assets for Kraft Heinz and CMS Energy separately from 2020 to 2024, and compute the ratio of Kraft Heinz to CMS Energy. (Indicator unit: %; 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: Net Income / Average Total Assets * 100%
Data:
corporate,year,NetIncome,Assets
Kraft Heinz,2019,1935000000.0,101450000000.0
Kraft Heinz,2020,356000000.0,99830000000.0
Kraft Heinz,2021,1012000000.0,93394000000.0
Kraft Heinz,2022,2363000000.0,90513000000.0
Kraft Heinz,2023,2855000000.0,90339000000.0
Kraft Heinz,2024,2744000000.0,88287000000.0
CMS Energy,2019,680000000.0,26837000000.0
CMS Energy,2020,755000000.0,29666000000.0
CMS Energy,2021,1353000000.0,28753000000.0
CMS Energy,2022,837000000.0,31353000000.0
CMS Energy,2023,887000000.0,33517000000.0
CMS Energy,2024,1003000000.0,35920000000.0

Indicator data:
corporate,year,Return on Assets
CMS Energy,2020,2.6724244730368296
CMS Energy,2021,4.632054639757613
CMS Energy,2022,2.785079692543174
CMS Energy,2023,2.7347001695699094
CMS Energy,2024,2.888949695407348
Kraft Heinz,2020,0.35373608903020665
Kraft Heinz,2021,1.04748892477125
Kraft Heinz,2022,2.5697771156073452
Kraft Heinz,2023,3.157277774091522
Kraft Heinz,2024,3.0723410925621133

Answer: 0.1324
Question: What is the ratio of Accenture to PPG Industries in terms of the average of Return on Invested Capital from 2019 to 2021? (Indicator unit: %;  Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) 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: ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments
Data:
corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments
Accenture,2018,5808093000.0,19539000.0,1593499000.0,10724588000.0,5337000.0,19676000.0,0.0,0.0,5061360000.0,3192000.0
Accenture,2019,6251797000.0,22963000.0,1405556000.0,14827691000.0,6411000.0,16247000.0,0.0,0.0,6126853000.0,3313000.0
Accenture,2020,6774331000.0,33071000.0,1589018000.0,17499173000.0,7820000.0,54052000.0,756057000.0,2667584000.0,8415330000.0,94309000.0
Accenture,2021,7761116000.0,59492000.0,1770571000.0,20097114000.0,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0
PPG Industries,2018,1693000000.0,118000000.0,353000000.0,4732000000.0,651000000.0,4365000000.0,0.0,0.0,902000000.0,61000000.0
PPG Industries,2019,1661000000.0,132000000.0,392000000.0,5403000000.0,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0
PPG Industries,2020,1362000000.0,138000000.0,291000000.0,5815000000.0,578000000.0,5171000000.0,180000000.0,677000000.0,1826000000.0,96000000.0
PPG Industries,2021,1815000000.0,121000000.0,374000000.0,6411000000.0,9000000.0,6572000000.0,192000000.0,693000000.0,1005000000.0,67000000.0

Indicator data:
corporate,year,Return on Invested Capital
Accenture,2019,67.53159350955278
Accenture,2020,49.16791858631679
Accenture,2021,43.262338884096955
PPG Industries,2019,14.604698354061574
PPG Industries,2020,11.522643662406121
PPG Industries,2021,13.191440668268681

Answer: 4.0683
Question: From 2020 to 2022, how does the average of Return on Invested Capital for Archer Daniels Midland compare to 3M as a ratio? (Indicator unit: %;  Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) 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: ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments
Data:
corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments
Archer Daniels Midland,2019,1588000000.0,373000000.0,209000000.0,19225000000.0,1202000000.0,7672000000.0,0.0,0.0,4458000000.0,0.0
Archer Daniels Midland,2020,1883000000.0,345000000.0,101000000.0,20022000000.0,2042000000.0,7885000000.0,261000000.0,863000000.0,5890000000.0,0.0
Archer Daniels Midland,2021,3313000000.0,276000000.0,578000000.0,22508000000.0,958000000.0,8011000000.0,277000000.0,765000000.0,8016000000.0,0.0
Archer Daniels Midland,2022,5233000000.0,409000000.0,868000000.0,24317000000.0,503000000.0,7735000000.0,292000000.0,816000000.0,9010000000.0,0.0
3M,2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0
3M,2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0
3M,2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0
3M,2022,6392000000.0,0.0,612000000.0,14770000000.0,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0

Indicator data:
corporate,year,Return on Invested Capital
3M,2020,18.042521871497634
3M,2021,18.34950553368261
3M,2022,17.937776398479325
Archer Daniels Midland,2020,8.63712499942351
Archer Daniels Midland,2021,11.926288580361945
Archer Daniels Midland,2022,19.14785170078337

Answer: 0.7309
Question: Over 2022-2024, what is the ratio of EPAM Systems to Moody's Corporation for the minimum of Return on Invested Capital? (Indicator unit: %;  Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) 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: ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments
Data:
corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments
EPAM Systems,2021,533392000.0,413000.0,87317000.0,2495837000.0,16018000.0,30234000.0,50104000.0,142802000.0,1446625000.0,0.0
EPAM Systems,2022,507258000.0,1659000.0,113188000.0,3003010000.0,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0
EPAM Systems,2023,536585000.0,4698000.0,177426000.0,3471470000.0,0.0,26126000.0,36558000.0,109261000.0,2036235000.0,60739000.0
EPAM Systems,2024,584412000.0,3738000.0,196392000.0,3631151000.0,0.0,25194000.0,39634000.0,98426000.0,1286267000.0,1690000.0
Moody's Corporation,2021,2755000000.0,171000000.0,541000000.0,2916000000.0,0.0,7413000000.0,105000000.0,455000000.0,1811000000.0,91000000.0
Moody's Corporation,2022,1760000000.0,231000000.0,386000000.0,2689000000.0,0.0,7389000000.0,106000000.0,368000000.0,1769000000.0,90000000.0
Moody's Corporation,2023,1935000000.0,251000000.0,327000000.0,3476000000.0,0.0,7001000000.0,108000000.0,306000000.0,2130000000.0,63000000.0
Moody's Corporation,2024,2699000000.0,237000000.0,640000000.0,3727000000.0,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0

Indicator data:
corporate,year,Return on Invested Capital
EPAM Systems,2022,28.207084383548313
EPAM Systems,2023,23.669684077985558
EPAM Systems,2024,19.27029547949473
Moody's Corporation,2022,17.58300339366516
Moody's Corporation,2023,20.891069469684712
Moody's Corporation,2024,27.149107974895305

Answer: 1.096
Question: Calculate the average of Return on Invested Capital for Accenture and 3M separately from 2018 to 2022, and compute the ratio of Accenture to 3M. (Indicator unit: %;  Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) 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: ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments
Data:
corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments
Accenture,2017,4616032000.0,15545000.0,981100000.0,9710200000.0,2907000.0,22163000.0,0.0,0.0,4126860000.0,3011000.0
Accenture,2018,5808093000.0,19539000.0,1593499000.0,10724588000.0,5337000.0,19676000.0,0.0,0.0,5061360000.0,3192000.0
Accenture,2019,6251797000.0,22963000.0,1405556000.0,14827691000.0,6411000.0,16247000.0,0.0,0.0,6126853000.0,3313000.0
Accenture,2020,6774331000.0,33071000.0,1589018000.0,17499173000.0,7820000.0,54052000.0,756057000.0,2667584000.0,8415330000.0,94309000.0
Accenture,2021,7761116000.0,59492000.0,1770571000.0,20097114000.0,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0
Accenture,2022,9196167000.0,47320000.0,2207207000.0,22747088000.0,9175000.0,45893000.0,707598000.0,2563090000.0,7889833000.0,3973000.0
3M,2017,7548000000.0,0.0,2679000000.0,11622000000.0,1853000000.0,12096000000.0,0.0,0.0,3053000000.0,0.0
3M,2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0
3M,2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0
3M,2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0
3M,2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0
3M,2022,6392000000.0,0.0,612000000.0,14770000000.0,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0

Indicator data:
corporate,year,Return on Invested Capital
3M,2018,24.51376985487373
3M,2019,18.462034369522733
3M,2020,18.042521871497634
3M,2021,18.34950553368261
3M,2022,17.937776398479325
Accenture,2018,74.90884881746632
Accenture,2019,67.53159350955278
Accenture,2020,49.16791858631679
Accenture,2021,43.262338884096955
Accenture,2022,41.80217840793797

Answer: 2.8433
Question: Comparing the average of Days Inventory Outstanding from 2021 to 2023, what is the ratio of A. O. Smith to Amgen? (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
A. O. Smith,2020,1787100000.0,300100000.0
A. O. Smith,2021,2228000000.0,447700000.0
A. O. Smith,2022,2424300000.0,516400000.0
A. O. Smith,2023,2368000000.0,497400000.0
Amgen,2020,6159000000.0,3893000000.0
Amgen,2021,6454000000.0,4086000000.0
Amgen,2022,6406000000.0,4930000000.0
Amgen,2023,8451000000.0,9518000000.0

Indicator data:
corporate,year,Days Inventory Outstanding
A. O. Smith,2021,61.25381508078994
A. O. Smith,2022,72.57692942292621
A. O. Smith,2023,78.1328125
Amgen,2021,225.6224821815928
Amgen,2022,256.8560724320949
Amgen,2023,312.00567980120695

Answer: 0.2668
Question: What is the ratio of Idexx Laboratories to Applied Materials in terms of the maximum of Days Inventory Outstanding from 2020 to 2024? (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
Idexx Laboratories,2019,1041359000.0,195019000.0
Idexx Laboratories,2020,1135615000.0,209873000.0
Idexx Laboratories,2021,1325928000.0,269030000.0
Idexx Laboratories,2022,1362986000.0,367823000.0
Idexx Laboratories,2023,1470983000.0,380282000.0
Idexx Laboratories,2024,1518577000.0,381877000.0
Applied Materials,2019,8222000000.0,3474000000.0
Applied Materials,2020,9510000000.0,3904000000.0
Applied Materials,2021,12149000000.0,4309000000.0
Applied Materials,2022,13792000000.0,5932000000.0
Applied Materials,2023,14133000000.0,5725000000.0
Applied Materials,2024,14279000000.0,5421000000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Applied Materials,2020,141.5862250262881
Applied Materials,2021,123.37414602024859
Applied Materials,2022,135.51207221577727
Applied Materials,2023,150.5273119649048
Applied Materials,2024,142.45710483927445
Idexx Laboratories,2020,65.06852234251926
Idexx Laboratories,2021,65.91594528511352
Idexx Laboratories,2022,85.27282928804846
Idexx Laboratories,2023,92.81491526414649
Idexx Laboratories,2024,91.59497180584192

Answer: 0.6166
Question: From 2017 to 2021, how does the maximum of Days Inventory Outstanding for NiSource compare to T-Mobile US as a ratio? (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
NiSource,2016,1390200000.0,279900000.0
NiSource,2017,1518700000.0,285100000.0
NiSource,2018,1761300000.0,286800000.0
NiSource,2019,1534800000.0,250900000.0
NiSource,2020,1109300000.0,191200000.0
NiSource,2021,1392300000.0,327400000.0
T-Mobile US,2016,10819000000.0,1111000000.0
T-Mobile US,2017,11608000000.0,1566000000.0
T-Mobile US,2018,30401000000.0,1084000000.0
T-Mobile US,2019,30420000000.0,964000000.0
T-Mobile US,2020,28266000000.0,2527000000.0
T-Mobile US,2021,36605000000.0,2567000000.0

Indicator data:
corporate,year,Days Inventory Outstanding
NiSource,2017,67.8952393494436
NiSource,2018,59.258360302049624
NiSource,2019,63.93683216054209
NiSource,2020,72.73348057333453
NiSource,2021,67.97708827120591
T-Mobile US,2017,42.087568917987596
T-Mobile US,2018,15.908193809414163
T-Mobile US,2019,12.286653517422748
T-Mobile US,2020,22.539712021509942
T-Mobile US,2021,25.396940308700994

Answer: 1.7281
Question: Over 2018-2020, what is the ratio of Generac to Lilly (Eli) for the average of Days Inventory Outstanding? (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
Generac,2017,1090328000.0,380341000.0
Generac,2018,1298424000.0,544750000.0
Generac,2019,1406584000.0,522024000.0
Generac,2020,1527546000.0,603317000.0
Lilly (Eli),2017,6070200000.0,4458300000.0
Lilly (Eli),2018,6430000000.0,4111800000.0
Lilly (Eli),2019,4721200000.0,3190700000.0
Lilly (Eli),2020,5483300000.0,3980300000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Generac,2018,130.02617596409186
Generac,2019,138.41068503551867
Generac,2020,134.44749454353584
Lilly (Eli),2018,243.24156298600312
Lilly (Eli),2019,282.28125264763196
Lilly (Eli),2020,238.6715116809221

Answer: 0.5272
Question: Calculate the average of Days Inventory Outstanding for Starbucks and Tractor Supply separately from 2018 to 2020, and compute the ratio of Starbucks to Tractor Supply. (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
Starbucks,2017,9038200000.0,1364000000.0
Starbucks,2018,10174500000.0,1400500000.0
Starbucks,2019,8526900000.0,1529400000.0
Starbucks,2020,7694900000.0,1551400000.0
Tractor Supply,2017,4764417000.0,1453208000.0
Tractor Supply,2018,5208518000.0,1589542000.0
Tractor Supply,2019,5480161000.0,1602781000.0
Tractor Supply,2020,6858803000.0,1783270000.0

Indicator data:
corporate,year,Days Inventory Outstanding
Starbucks,2018,49.586834733893554
Starbucks,2019,62.70822338716298
Starbucks,2020,73.06735630092658
Tractor Supply,2018,106.6141798876379
Tractor Supply,2019,106.31055319360144
Tractor Supply,2020,90.09652376661059

Answer: 0.6117
Question: Comparing the average of Days Sales Outstanding from 2023 to 2025, what is the ratio of Datadog to Aptiv? (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
Datadog,2022,1675100000.0,399551000.0
Datadog,2023,2128359000.0,509279000.0
Datadog,2024,2684275000.0,598919000.0
Datadog,2025,3427158000.0,741262000.0
Aptiv,2022,17489000000.0,3433000000.0
Aptiv,2023,20051000000.0,3546000000.0
Aptiv,2024,19713000000.0,3261000000.0
Aptiv,2025,20398000000.0,3477000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Aptiv,2023,63.52139544162386
Aptiv,2024,63.01818596865013
Aptiv,2025,60.28458672418864
Datadog,2023,77.92927555924541
Datadog,2024,75.3447895614272
Datadog,2025,71.3661385030979

Answer: 1.2024
Question: What is the ratio of Coca-Cola Company (The) to Colgate-Palmolive in terms of the minimum of Days Sales Outstanding from 2018 to 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
Coca-Cola Company (The),2017,35410000000.0,3667000000.0
Coca-Cola Company (The),2018,31856000000.0,3396000000.0
Coca-Cola Company (The),2019,37266000000.0,3971000000.0
Coca-Cola Company (The),2020,33014000000.0,3144000000.0
Colgate-Palmolive,2017,15454000000.0,1480000000.0
Colgate-Palmolive,2018,15544000000.0,1400000000.0
Colgate-Palmolive,2019,15693000000.0,1440000000.0
Colgate-Palmolive,2020,16471000000.0,1264000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Coca-Cola Company (The),2018,40.46325652938222
Coca-Cola Company (The),2019,36.07785917458273
Coca-Cola Company (The),2020,39.331420003634825
Colgate-Palmolive,2018,33.813690169840456
Colgate-Palmolive,2019,33.02746447460651
Colgate-Palmolive,2020,29.96053670086819

Answer: 1.2042
Question: From 2017 to 2019, how does the maximum of Days Sales Outstanding for Vulcan Materials Company compare to Healthpeak Properties as a ratio? (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
Vulcan Materials Company,2016,3592667000.0,398488000.0
Vulcan Materials Company,2017,3890296000.0,434089000.0
Vulcan Materials Company,2018,4382869000.0,512279000.0
Vulcan Materials Company,2019,4929103000.0,532012000.0
Healthpeak Properties,2016,2129294000.0,45116000.0
Healthpeak Properties,2017,1848378000.0,40733000.0
Healthpeak Properties,2018,1846689000.0,48171000.0
Healthpeak Properties,2019,1997383000.0,59417000.0

Indicator data:
corporate,year,Days Sales Outstanding
Healthpeak Properties,2017,8.476319508239115
Healthpeak Properties,2018,8.785983996222427
Healthpeak Properties,2019,9.830267905554418
Vulcan Materials Company,2017,39.05751708867397
Vulcan Materials Company,2018,39.40618804714446
Vulcan Materials Company,2019,38.664866102412546

Answer: 4.0087
Question: Over 2021-2023, what is the ratio of Yum! Brands to Alexandria Real Estate Equities for the average of Days Sales Outstanding? (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
Yum! Brands,2020,5652000000.0,534000000.0
Yum! Brands,2021,6584000000.0,596000000.0
Yum! Brands,2022,6842000000.0,648000000.0
Yum! Brands,2023,7076000000.0,737000000.0
Alexandria Real Estate Equities,2020,1885637000.0,7333000.0
Alexandria Real Estate Equities,2021,2114150000.0,7379000.0
Alexandria Real Estate Equities,2022,2588962000.0,7614000.0
Alexandria Real Estate Equities,2023,2885699000.0,8211000.0

Indicator data:
corporate,year,Days Sales Outstanding
Alexandria Real Estate Equities,2021,1.2699855733982925
Alexandria Real Estate Equities,2022,1.0568801318829708
Alexandria Real Estate Equities,2023,1.0008190389919391
Yum! Brands,2021,31.32214459295261
Yum! Brands,2022,33.18181818181818
Yum! Brands,2023,35.721099491237986

Answer: 30.1186
Question: Calculate the maximum of Days Sales Outstanding for Diamondback Energy and FedEx separately from 2019 to 2021, and compute the ratio of Diamondback Energy to FedEx. (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
Diamondback Energy,2018,2176256000.0,296525000.0
Diamondback Energy,2019,7505000000.0,429000000.0
Diamondback Energy,2020,2756000000.0,281000000.0
Diamondback Energy,2021,6747000000.0,598000000.0
FedEx,2018,65450000000.0,8481000000.0
FedEx,2019,69693000000.0,9116000000.0
FedEx,2020,69217000000.0,10102000000.0
FedEx,2021,83959000000.0,12069000000.0

Indicator data:
corporate,year,Days Sales Outstanding
Diamondback Energy,2019,17.642679880079946
Diamondback Energy,2020,47.01560232220609
Diamondback Energy,2021,23.77612272120943
FedEx,2019,46.07998651227526
FedEx,2020,50.67086120461737
FedEx,2021,48.19265951238104

Answer: 0.9279
Question: Comparing the maximum of Days Payable Outstanding from 2018 to 2022, what is the ratio of AES Corporation to Cognizant? (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
AES Corporation,2017,8066000000.0,1371000000.0
AES Corporation,2018,8163000000.0,1329000000.0
AES Corporation,2019,7840000000.0,1311000000.0
AES Corporation,2020,6967000000.0,1156000000.0
AES Corporation,2021,8430000000.0,1153000000.0
AES Corporation,2022,10069000000.0,1730000000.0
Cognizant,2017,9152000000.0,210000000.0
Cognizant,2018,9838000000.0,215000000.0
Cognizant,2019,10634000000.0,239000000.0
Cognizant,2020,10671000000.0,389000000.0
Cognizant,2021,11604000000.0,361000000.0
Cognizant,2022,12448000000.0,360000000.0

Indicator data:
corporate,year,Days Payable Outstanding
AES Corporation,2018,60.363836824696804
AES Corporation,2019,61.45408163265306
AES Corporation,2020,64.62286493469212
AES Corporation,2021,49.98724792408067
AES Corporation,2022,52.25419604727381
Cognizant,2018,7.8839703191705635
Cognizant,2019,7.791517773180365
Cognizant,2020,10.74032424327617
Cognizant,2021,11.795501551189245
Cognizant,2022,10.570573586118252

Answer: 5.4786
Question: What is the ratio of Qualcomm to Axon Enterprise in terms of the average of Days Payable Outstanding from 2019 to 2021? (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,2018,10244000000.0,1825000000.0
Qualcomm,2019,8599000000.0,1368000000.0
Qualcomm,2020,9255000000.0,2248000000.0
Qualcomm,2021,14262000000.0,2750000000.0
Axon Enterprise,2018,161485000.0,15164000.0
Axon Enterprise,2019,223574000.0,25874000.0
Axon Enterprise,2020,264672000.0,24142000.0
Axon Enterprise,2021,322471000.0,32220000.0

Indicator data:
corporate,year,Days Payable Outstanding
Axon Enterprise,2019,33.49868499915017
Axon Enterprise,2020,34.48766775480595
Axon Enterprise,2021,31.897643509028722
Qualcomm,2019,67.7663100360507
Qualcomm,2020,71.30415991356024
Qualcomm,2021,63.955616323096336

Answer: 2.0326
Question: From 2017 to 2019, how does the average of Days Payable Outstanding for Targa Resources compare to Martin Marietta Materials as a ratio? (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
Targa Resources,2016,4922900000.0,843500000.0
Targa Resources,2017,6906100000.0,1186900000.0
Targa Resources,2018,8238200000.0,1737300000.0
Targa Resources,2019,6118500000.0,1379900000.0
Martin Marietta Materials,2016,2909783000.0,178598000.0
Martin Marietta Materials,2017,2993654000.0,183638000.0
Martin Marietta Materials,2018,3277688000.0,210808000.0
Martin Marietta Materials,2019,3560100000.0,229600000.0

Indicator data:
corporate,year,Days Payable Outstanding
Martin Marietta Materials,2017,22.08273568020887
Martin Marietta Materials,2018,21.96255256754151
Martin Marietta Materials,2019,22.57646133535575
Targa Resources,2017,53.655174411027936
Targa Resources,2018,64.77950280401059
Targa Resources,2019,92.97850780420039

Answer: 3.1733
Question: Over 2019-2021, what is the ratio of EPAM Systems to Cooper Companies (The) for the minimum of Days Payable Outstanding? (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
EPAM Systems,2018,1186921000.0,7444000.0
EPAM Systems,2019,1488198000.0,7831000.0
EPAM Systems,2020,1732522000.0,10189000.0
EPAM Systems,2021,2483697000.0,24847000.0
Cooper Companies (The),2018,900500000.0,146400000.0
Cooper Companies (The),2019,896600000.0,150100000.0
Cooper Companies (The),2020,896100000.0,176000000.0
Cooper Companies (The),2021,966700000.0,161400000.0

Indicator data:
corporate,year,Days Payable Outstanding
Cooper Companies (The),2019,60.3516060673656
Cooper Companies (The),2020,66.41362571141613
Cooper Companies (The),2021,63.69659666908038
EPAM Systems,2019,1.8731966445325152
EPAM Systems,2020,1.8981865742541797
EPAM Systems,2021,2.57441628346775

Answer: 0.031
Question: Calculate the maximum of Days Payable Outstanding for Molina Healthcare and Coterra separately from 2020 to 2024, and compute the ratio of Molina Healthcare to Coterra. (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
Molina Healthcare,2019,13905000000.0,455000000.0
Molina Healthcare,2020,15820000000.0,641000000.0
Molina Healthcare,2021,23704000000.0,842000000.0
Molina Healthcare,2022,27175000000.0,889000000.0
Molina Healthcare,2023,28669000000.0,1252000000.0
Molina Healthcare,2024,34428000000.0,1331000000.0
Coterra,2019,574677000.0,189811000.0
Coterra,2020,571102000.0,162081000.0
Coterra,2021,663000000.0,747000000.0
Coterra,2022,955000000.0,844000000.0
Coterra,2023,975000000.0,803000000.0
Coterra,2024,976000000.0,833000000.0

Indicator data:
corporate,year,Days Payable Outstanding
Coterra,2020,112.44977254500947
Coterra,2021,250.23722850678735
Coterra,2022,304.0392670157068
Coterra,2023,308.2846153846154
Coterra,2024,305.91188524590166
Molina Healthcare,2020,12.643489254108722
Molina Healthcare,2021,11.417798683766453
Molina Healthcare,2022,11.62493100275989
Molina Healthcare,2023,13.629094143499946
Molina Healthcare,2024,13.692270826071802

Answer: 0.0444
Question: Comparing the maximum of Operating Cycle from 2021 to 2025, what is the ratio of Idexx Laboratories to Best Buy? (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
Idexx Laboratories,2020,1135615000.0,209873000.0,2706655000.0,331429000.0
Idexx Laboratories,2021,1325928000.0,269030000.0,3215360000.0,368348000.0
Idexx Laboratories,2022,1362986000.0,367823000.0,3367324000.0,400619000.0
Idexx Laboratories,2023,1470983000.0,380282000.0,3660953000.0,457445000.0
Idexx Laboratories,2024,1518577000.0,381877000.0,3897504000.0,473575000.0
Idexx Laboratories,2025,1644123000.0,377756000.0,4303702000.0,552378000.0
Best Buy,2020,36689000000.0,5612000000.0,47262000000.0,1061000000.0
Best Buy,2021,40121000000.0,5965000000.0,51761000000.0,1042000000.0
Best Buy,2022,36386000000.0,5140000000.0,46298000000.0,1141000000.0
Best Buy,2023,33849000000.0,4958000000.0,43452000000.0,939000000.0
Best Buy,2024,32143000000.0,5085000000.0,41528000000.0,1044000000.0
Best Buy,2025,32318000000.0,5230000000.0,41691000000.0,1043000000.0

Indicator data:
corporate,year,Operating Cycle
Best Buy,2021,60.07556440852605
Best Buy,2022,64.3040332206579
Best Buy,2023,63.18037331985371
Best Buy,2024,65.73621078834503
Best Buy,2025,67.38461080643626
Idexx Laboratories,2021,105.63445347704226
Idexx Laboratories,2022,126.94879438674404
Idexx Laboratories,2023,135.5897555857786
Idexx Laboratories,2024,135.18983405614364
Idexx Laboratories,2025,127.82624590920022

Answer: 2.0122
Question: What is the ratio of Teradyne to General Mills in terms of the maximum of Operating Cycle from 2021 to 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
Teradyne,2020,1335728000.0,222189000.0,3121469000.0,497506000.0
Teradyne,2021,1496225000.0,243330000.0,3702881000.0,550749000.0
Teradyne,2022,1287894000.0,325019000.0,3155045000.0,491145000.0
Teradyne,2023,1139550000.0,309974000.0,2676298000.0,422124000.0
General Mills,2020,11496700000.0,1426300000.0,17626600000.0,1615100000.0
General Mills,2021,11678700000.0,1820500000.0,18127000000.0,1638500000.0
General Mills,2022,12590600000.0,1867300000.0,18992800000.0,1692100000.0
General Mills,2023,13548400000.0,2172000000.0,20094200000.0,1683200000.0

Indicator data:
corporate,year,Operating Cycle
General Mills,2021,83.49366875272301
General Mills,2022,85.4578592872821
General Mills,2023,85.0655073025127
Teradyne,2021,108.4452852635549
Teradyne,2022,140.80462209490534
Teradyne,2023,163.97164232149035

Answer: 1.9187
Question: From 2018 to 2022, how does the maximum of Operating Cycle for Mosaic Company (The) compare to ResMed as a ratio? (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
Mosaic Company (The),2017,6566600000.0,1547200000.0,7409400000.0,642600000.0
Mosaic Company (The),2018,8088900000.0,2270200000.0,10407400000.0,838500000.0
Mosaic Company (The),2019,8009000000.0,2076400000.0,9858800000.0,803900000.0
Mosaic Company (The),2020,7616800000.0,1739200000.0,8681700000.0,881100000.0
Mosaic Company (The),2021,9157100000.0,2741400000.0,12357400000.0,1531900000.0
Mosaic Company (The),2022,13369400000.0,3543100000.0,19125200000.0,1699900000.0
ResMed,2017,864992000.0,268319000.0,2066737000.0,450530000.0
ResMed,2018,978032000.0,268701000.0,2340196000.0,483681000.0
ResMed,2019,1069987000.0,349641000.0,2606572000.0,528484000.0
ResMed,2020,1189624000.0,416915000.0,2957013000.0,474643000.0
ResMed,2021,1312598000.0,457033000.0,3196825000.0,614292000.0
ResMed,2022,1514166000.0,743910000.0,3578127000.0,575950000.0

Indicator data:
corporate,year,Operating Cycle
Mosaic Company (The),2018,112.09932402299087
Mosaic Company (The),2019,129.4484780944114
Mosaic Company (The),2020,126.8432835171171
Mosaic Company (The),2021,124.93420658811993
Mosaic Company (The),2022,116.62611599998846
ResMed,2018,173.06187950644943
ResMed,2019,176.33322217160045
ResMed,2020,179.5078928519501
ResMed,2021,183.6763192847389
ResMed,2022,205.4552396968852

Answer: 0.6301
Question: Over 2022-2024, what is the ratio of Danaher Corporation to Motorola Solutions for the average of Operating Cycle? (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
Danaher Corporation,2021,11501000000.0,2767000000.0,29453000000.0,4631000000.0
Danaher Corporation,2022,12522000000.0,3110000000.0,31471000000.0,4918000000.0
Danaher Corporation,2023,9856000000.0,2594000000.0,23890000000.0,3922000000.0
Danaher Corporation,2024,9669000000.0,2330000000.0,23875000000.0,3537000000.0
Motorola Solutions,2021,4131000000.0,788000000.0,8171000000.0,1386000000.0
Motorola Solutions,2022,4883000000.0,1055000000.0,9112000000.0,1518000000.0
Motorola Solutions,2023,5008000000.0,827000000.0,9978000000.0,1710000000.0
Motorola Solutions,2024,5305000000.0,766000000.0,10817000000.0,1952000000.0

Indicator data:
corporate,year,Operating Cycle
Danaher Corporation,2022,141.0280011022233
Danaher Corporation,2023,173.1492597633635
Danaher Corporation,2024,149.95573030665827
Motorola Solutions,2022,127.04418511698772
Motorola Solutions,2023,127.62415673107033
Motorola Solutions,2024,116.58536855581377

Answer: 1.2502
Question: Calculate the maximum of Operating Cycle for Cummins and Amazon separately from 2021 to 2023, and compute the ratio of Cummins to Amazon. (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
Cummins,2020,14917000000.0,3425000000.0,19811000000.0,3440000000.0
Cummins,2021,18326000000.0,4355000000.0,24021000000.0,3565000000.0
Cummins,2022,21355000000.0,5603000000.0,28074000000.0,4826000000.0
Cummins,2023,25816000000.0,5677000000.0,34065000000.0,5583000000.0
Amazon,2020,233307000000.0,23795000000.0,386064000000.0,24542000000.0
Amazon,2021,272344000000.0,32640000000.0,469822000000.0,32891000000.0
Amazon,2022,288831000000.0,34405000000.0,513983000000.0,42360000000.0
Amazon,2023,304739000000.0,33318000000.0,574785000000.0,52253000000.0

Indicator data:
corporate,year,Operating Cycle
Amazon,2021,60.12712797595613
Amazon,2022,69.08225908879122
Amazon,2023,70.59806129935279
Cummins,2021,130.6979740361692
Cummins,2022,139.6483261566786
Cummins,2023,135.5064739792057

Answer: 1.9781
Question: Comparing the maximum of Cash Conversion Cycle from 2021 to 2023, what is the ratio of TransDigm Group to Leidos? (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
TransDigm Group,2020,2456000000.0,1283000000.0,5103000000.0,720000000.0,218000000.0
TransDigm Group,2021,2285000000.0,1185000000.0,4798000000.0,791000000.0,227000000.0
TransDigm Group,2022,2330000000.0,1332000000.0,5429000000.0,967000000.0,279000000.0
TransDigm Group,2023,2743000000.0,1616000000.0,6585000000.0,1230000000.0,305000000.0
Leidos,2020,10560000000.0,276000000.0,12297000000.0,2137000000.0,2175000000.0
Leidos,2021,11723000000.0,274000000.0,13737000000.0,2189000000.0,2141000000.0
Leidos,2022,12312000000.0,287000000.0,14396000000.0,2350000000.0,2254000000.0
Leidos,2023,13194000000.0,310000000.0,15438000000.0,2429000000.0,2277000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Leidos,2021,-1.1557554518319364
Leidos,2022,0.7103642337296492
Leidos,2023,2.079585855045707
TransDigm Group,2021,219.04782467713113
TransDigm Group,2022,216.61046719374653
TransDigm Group,2023,218.1727579638763

Answer: 105.3324
Question: What is the ratio of Alphabet Inc. (Class C) to Ecolab in terms of the average of Cash Conversion Cycle from 2020 to 2022? (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
Alphabet Inc. (Class C),2019,71896000000.0,999000000.0,161857000000.0,25326000000.0,5561000000.0
Alphabet Inc. (Class C),2020,84732000000.0,728000000.0,182527000000.0,30930000000.0,5589000000.0
Alphabet Inc. (Class C),2021,110939000000.0,1170000000.0,257637000000.0,39304000000.0,6037000000.0
Alphabet Inc. (Class C),2022,126203000000.0,2670000000.0,282836000000.0,40258000000.0,5128000000.0
Ecolab,2019,8723400000.0,1505600000.0,14906300000.0,2796500000.0,1284300000.0
Ecolab,2020,6905800000.0,1285200000.0,11790200000.0,2273800000.0,1160600000.0
Ecolab,2021,7615800000.0,1491800000.0,12733100000.0,2478400000.0,1384200000.0
Ecolab,2022,8831000000.0,1792800000.0,14187800000.0,2698100000.0,1728200000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Alphabet Inc. (Class C),2020,35.95195189966975
Alphabet Inc. (Class C),2021,33.74799697645403
Alphabet Inc. (Class C),2022,40.74484324313261
Ecolab,2020,87.62407669134895
Ecolab,2021,73.67625542286171
Ecolab,2022,70.14482610676902

Answer: 0.4772
Question: From 2018 to 2020, how does the minimum of Cash Conversion Cycle for Lamb Weston compare to Mondelez International as a ratio? (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
Lamb Weston,2017,2381500000.0,525000000.0,3168000000.0,185200000.0,295000000.0
Lamb Weston,2018,2544200000.0,549700000.0,3423700000.0,225900000.0,254400000.0
Lamb Weston,2019,2753000000.0,498300000.0,3756500000.0,340100000.0,289200000.0
Lamb Weston,2020,2897200000.0,486700000.0,3792400000.0,342100000.0,244400000.0
Mondelez International,2017,15831000000.0,2557000000.0,25896000000.0,2691000000.0,5705000000.0
Mondelez International,2018,15586000000.0,2592000000.0,25938000000.0,2262000000.0,5794000000.0
Mondelez International,2019,15531000000.0,2546000000.0,25868000000.0,2212000000.0,5853000000.0
Mondelez International,2020,16135000000.0,2647000000.0,26581000000.0,2297000000.0,6209000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Lamb Weston,2018,59.594351188681344
Lamb Weston,2019,60.93501178656836
Lamb Weston,2020,61.263734041398585
Mondelez International,2018,-39.504234250391505
Mondelez International,2019,-44.92096737255697
Mondelez International,2020,-46.736067152914984

Answer: -1.2751
Question: Over 2020-2022, what is the ratio of Dell Technologies to Texas Instruments for the maximum of Cash Conversion Cycle? (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
Dell Technologies,2019,63221000000.0,3281000000.0,92154000000.0,12484000000.0,20065000000.0
Dell Technologies,2020,64807000000.0,3402000000.0,94224000000.0,12788000000.0,21696000000.0
Dell Technologies,2021,79306000000.0,5898000000.0,101197000000.0,12912000000.0,27143000000.0
Dell Technologies,2022,79615000000.0,4776000000.0,102301000000.0,12482000000.0,18598000000.0
Texas Instruments,2019,5219000000.0,2001000000.0,14383000000.0,1074000000.0,388000000.0
Texas Instruments,2020,5192000000.0,1955000000.0,14461000000.0,1414000000.0,415000000.0
Texas Instruments,2021,5968000000.0,1910000000.0,18344000000.0,1701000000.0,653000000.0
Texas Instruments,2022,6257000000.0,2757000000.0,20028000000.0,1895000000.0,851000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Dell Technologies,2020,-49.83286044850237
Dell Technologies,2021,-44.639943897659066
Dell Technologies,2022,-35.08178022011572
Texas Instruments,2020,142.22761380324891
Texas Instruments,2021,116.52196344598141
Texas Instruments,2022,125.02389829881447

Answer: -0.2467
Question: Calculate the minimum of Cash Conversion Cycle for Western Digital and Marathon Petroleum separately from 2023 to 2025, and compute the ratio of Western Digital to Marathon Petroleum. (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
Western Digital,2022,12919000000.0,3638000000.0,18793000000.0,2804000000.0,1902000000.0
Western Digital,2023,10431000000.0,3698000000.0,12318000000.0,1598000000.0,1877000000.0
Western Digital,2024,10058000000.0,3342000000.0,13003000000.0,2166000000.0,2037000000.0
Western Digital,2025,5828000000.0,1291000000.0,9520000000.0,1486000000.0,1266000000.0
Marathon Petroleum,2022,151671000000.0,8827000000.0,177453000000.0,13477000000.0,15312000000.0
Marathon Petroleum,2023,128566000000.0,9317000000.0,148379000000.0,11619000000.0,13761000000.0
Marathon Petroleum,2024,126240000000.0,9568000000.0,138864000000.0,11145000000.0,13906000000.0
Marathon Petroleum,2025,119446000000.0,10129000000.0,132699000000.0,10317000000.0,12974000000.0

Indicator data:
corporate,year,Cash Conversion Cycle
Marathon Petroleum,2023,15.353273081569263
Marathon Petroleum,2024,17.2214792890886
Marathon Petroleum,2025,18.541724540650286
Western Digital,2023,127.45179289897202
Western Digital,2024,109.54909899878251
Western Digital,2025,111.6575320244776

Answer: 7.1352