Aurora Innovation, Inc.

Where It Passes

Where It Falls Short

• Profitability0% pass✓ 2✗ 33▾

  No clean pass — all 16 investors flag at least one profitability criterion

  Positive EPS (10 years)0/8 years positive

  ✗GrahamPositive EPS every year for 10 years

  EPS Growth (3-yr avg, 10-yr window)N/A (negative base EPS)

  ✗Graham>= 33% growth

  Net Income Positive (10+ years)0/8 years positive

  ✗BuffettPositive every year for 10+ years

  ROE (up to 5-year arithmetic mean)-47.5%

  ✗Buffett> 15% arithmetic mean (app rule)

  Operating Margin (10-yr trend)-30033.3% (latest)

  ✗BuffettStable or rising over 10 years

  Free Cash Flow Proxy$-816.0M

  ✗BuffettPositive and growing

  Earnings Variance (10-yr CoV)N/A (negative mean EPS)

  ✗BuffettCoV < 0.3

  Retained Earnings Effectiveness

  ✗Buffett$1 retained -> > $1 market value created

  Basic earnings-growth PEG (dividends excluded)

  ✗Lynch< 1.0 (ideally < 0.5)

  3-5 Year EPS CAGR

  ✗Lynch15-30% (Fast Grower); > 0% to pass

  ROE-51.9%

  ✗Lynch> 15%

  EBIT / Enterprise Value-10.9%

  ✗Greenblatt> 10%

  Earnings Yield + ROC AssessmentEY=-10.9%, ROC=-82.8%

  ✗GreenblattBoth EY > 10% and ROC > 25%

  Net Income / Total Assets-34.83%

  ✗PiotroskiROA > 0

  ROA Change YoY-34.99% -> -34.83% (delta: +0.16%)

  ✓PiotroskiCurrent ROA > Prior ROA

  (CFO / Total Assets) vs ROACFO/Assets=-24.80%, ROA=-34.83%

  ✓PiotroskiCFO/Assets > ROA

  Gross Margin Change YoY

  ✗PiotroskiImproved YoY

  Pre-Tax Income / Revenue-13328.6%

  ✗Dreman>= 8%

  Net Income / Shareholders' Equity-51.9%

  ✗Dreman> 12%

  Margin of SafetyP/B=3.8x

  ✗PabraiP/B < 1.5 or P/E < 15

  Return on Equity-39.4% (3-yr avg)

  ✗AkreROE > 20% (3-year avg)

  Discount to Intrinsic ValueN/A (negative normalized EPS)

  ✗Marks>= 20% below intrinsic value

  Positive Net Income Frequency0/7 years positive

  ✗MarksPositive net income in >= 7 of last 10 years

  Operating Income / Revenue-14357.1%

  ✗Ackman>= 15%

  Net Income / Shareholders Equity-51.9%

  ✗Ackman>= 15%

  5-Year EPS CAGR

  ✗Templeton> 0% (5-year EPS CAGR)

  Operating Margin Trend

  ✗TempletonNon-negative operating-margin trend over 3 years

  Revenue growth vs. gross and operating margin trend

  ✗SleepRevenue rising; gross margin flat or falling; operating margin holding

  Net income / market capitalization-10.97%; #4219/6340 (top 66.5%)

  ✗AsnessTop 30% of eligible cross-section✗OshaughnessyTop 10% of eligible cross-section

  Gross profit / total assets-0.60%; #3544/3702 (top 95.7%)

  ✗AsnessTop 30% of eligible cross-section

  Net income / positive book equity-51.95%; #4223/5226 (top 80.8%)

  ✗AsnessTop 30% of eligible cross-section

  Negative 5-year standard deviation of ROA-0.2258; #4345/5884 (top 73.8%)

  ✗AsnessTop 30% of eligible cross-section

  3-5 Year Diluted EPS CAGR

  ✗Neff7%-20% annualized

  Positive Diluted-EPS Years0/7 years positive

  ✗Schloss>= 70% positive over 5-10 observed years (app rule)
• Valuation0% pass✓ 1✗ 27▾

  No clean pass — all 13 investors flag at least one valuation criterion

  Price / 3-yr avg EPS

  ✗Graham<= 15x

  Price-to-Book Ratio3.8x

  ✗Graham<= 1.5x

  P/E x P/B

  ✗Graham<= 22.5

  Basic earnings-growth PEG (dividends excluded)

  ✗Lynch< 1.0 (ideally < 0.5)

  EBIT / Enterprise Value-10.9%

  ✗Greenblatt> 10%

  Earnings Yield + ROC AssessmentEY=-10.9%, ROC=-82.8%

  ✗GreenblattBoth EY > 10% and ROC > 25%

  Price / EPS

  ✗Dreman< 12x✗Templeton< 12x (fixed ceiling; proxy for the market's cheapest 40%)

  Price / (CFO / Shares)N/A (negative CFPS)

  ✗Dreman< 8x

  Price / Book Value per Share3.8x

  ✗Dreman< 1.2x✗Templeton< 1.5x✗SchlossP/B <= 0.80x (app cutoff)

  Valuation ReasonablenessOE Yield=-10.0%

  ✗MungerP/E < 25 or Owner Earnings Yield > 5%

  P/E or FCF YieldFCF Yield=-7.2%

  ✗PabraiP/E < 15 or FCF Yield > 10%

  P/B or P/E vs. Historical AverageP/B=3.8x

  ✗MarksP/E < 15 or P/B < 2.0

  Discount to Intrinsic ValueN/A (negative normalized EPS)

  ✗Marks>= 20% below intrinsic value

  Price / FCF per ShareN/A (negative FCF)

  ✗Ackman<= 25

  Price vs. Trailing Low110% of trailing low ($3.84)

  ✓Templeton<= 120% of trailing low (certified split-adjusted live window)

  Net income / market capitalization-10.97%; #4219/6340 (top 66.5%)

  ✗AsnessTop 30% of eligible cross-section✗OshaughnessyTop 10% of eligible cross-section

  Positive book equity / market capitalization+0.2111; #4136/6449 (top 64.1%)

  ✗AsnessTop 30% of eligible cross-section

  Price / Diluted EPS

  ✗NeffP/E <= 15x (app proxy for a P/E 40%-60% below the market)

  (EPS CAGR % + Dividend Yield %) / P/E

  ✗Neff> 0.7 (Neff's published traditional edge)

  Price / Tangible Book Value per Share5.37x

  ✗SchlossP/TBV <= 1.00x (app cutoff)

  Book Value per Share Change

  ✗SchlossLatest BVPS >= earliest BVPS over >= 3 years (app rule)

  Revenue / market capitalization+0.0008; #5029/5247 (top 95.8%)

  ✗OshaughnessyTop 10% of eligible cross-section

  (Operating cash flow - capex) / market capitalization-9.41%; #3208/4519 (top 71.0%)

  ✗OshaughnessyTop 10% of eligible cross-section

  Trailing six-month price return through the evaluation date-42.64%; #4910/6202 (top 79.2%)

  ✗OshaughnessyTop 10% of eligible cross-section
• Cash Flow0% pass✓ 1✗ 11▾

  No clean pass — all 10 investors flag at least one cash flow criterion

  Free Cash Flow Proxy$-816.0M

  ✗BuffettPositive and growing

  FCF Positive and Growing$-800.0M

  ✗LynchPositive and growing

  Operating Cash Flow$-581.0M

  ✗PiotroskiCFO > 0

  (CFO / Total Assets) vs ROACFO/Assets=-24.80%, ROA=-34.83%

  ✓PiotroskiCFO/Assets > ROA

  Price / (CFO / Shares)N/A (negative CFPS)

  ✗Dreman< 8x

  P/E or FCF YieldFCF Yield=-7.2%

  ✗PabraiP/E < 15 or FCF Yield > 10%

  FCF Positive0/7 years FCF positive

  ✗MarksPositive FCF in majority of recent years

  (OCF - CapEx) / Market Cap-9.8%

  ✗Ackman>= 4%

  Price / FCF per ShareN/A (negative FCF)

  ✗Ackman<= 25

  Positive Operating Cash Flow frequency0/7 years positive

  ✗SleepPositive OCF in >= 70% of available years

  Operating Cash Flow - Capital Expenditures$-800.0M

  ✗Neff> $0 (app proxy for a strong fundamental case)

  (Operating cash flow - capex) / market capitalization-9.41%; #3208/4519 (top 71.0%)

  ✗OshaughnessyTop 10% of eligible cross-section
• Growth0% pass✓ 2✗ 11▾

  No clean pass — all 8 investors flag at least one growth criterion

  EPS Growth (3-yr avg, 10-yr window)N/A (negative base EPS)

  ✗Graham>= 33% growth

  Basic earnings-growth PEG (dividends excluded)

  ✗Lynch< 1.0 (ideally < 0.5)

  3-5 Year EPS CAGR

  ✗Lynch15-30% (Fast Grower); > 0% to pass

  Inventory Growth vs Revenue GrowthN/A (no inventory)

  ✓LynchInventory growth < Revenue growth

  EPS Growth Direction$-0.37 (2019) -> $-0.44 (2025)

  ✗DremanPositive over recent years

  EPS CAGR

  ✗Dreman> 5% annualized

  Positive Net Income Frequency0/7 years positive

  ✗MarksPositive net income in >= 7 of last 10 years

  3yr Median Revenue Growth-64.7%

  ✗Ackman>= 5%

  Positive EPS Growth Frequency3/5 years with positive EPS growth

  ✓AckmanPositive EPS growth in >= 3 of last 5 years

  5-Year EPS CAGR

  ✗Templeton> 0% (5-year EPS CAGR)

  Revenue growth vs. gross and operating margin trend

  ✗SleepRevenue rising; gross margin flat or falling; operating margin holding

  5-year Revenue CAGR

  ✗SleepCAGR > 7%

  3-5 Year Diluted EPS CAGR

  ✗Neff7%-20% annualized
• Verdicts7% pass✓ 1✗ 14▾

  Split decision: 13 FAIL · 2 NEUTRAL · 1 PASS

  Overall verdict

  ✗GrahamFAIL (1/9)✗BuffettFAIL (0/9)✗LynchFAIL (1/7)✗GreenblattRank #2464✓PiotroskiPASS (F-Score 4)✗DremanFAIL (2/11)✗MungerFAIL (0/4)✗PabraiFAIL (0/3)✗AkreFAIL (0/6)✗MarksFAIL (0/5)✗AckmanFAIL (2/9)✗TempletonFAIL (2/8)✗SleepFAIL (0/6)•AsnessNEUTRAL (Not ranked)✗NeffFAIL (0/6)✗SchlossFAIL (1/7)•OshaughnessyNEUTRAL (Not ranked)
• Debt & Leverage8% pass✓ 3✗ 12▾

  11 of 12 flag AUR's debt & leverage — Graham, Buffett, Lynch +8 more

  LT Debt vs Net Current Assets

  ✗GrahamLT Debt <= Net Current Assets

  Debt/Equity & Interest Coverage

  ✗BuffettD/E < 0.5 AND Interest Coverage > 5x

  Total Debt / Equity

  ✗Lynch< 0.33

  Cash - Long-term Debt

  ✗LynchPositive preferred

  LT Debt / Total Assets Change0.00% -> 0.00%

  ✓PiotroskiDecreased YoY

  Current Assets / Current Liabilities9.68

  ✓Dreman> 1.5✓SchlossCurrent ratio >= 1.50x (app cutoff)

  Total Debt / Shareholders' Equity

  ✗Dreman< 0.8✗Templeton< 1.0 (fixed cap; proxy for below-sector-median leverage)✗SchlossD/E < 1.00x

  Debt Levels

  ✗MungerDebt/Equity < 0.5✗AkreDebt/Equity < 0.3

  Interest Coverage & Debt/EBITDA

  ✗MarksInterest Coverage > 3x; Debt/EBITDA < 4x

  Total Debt / Shareholders Equity

  ✗Ackman<= 1.0

  Negative debt-to-equity (higher means less debt)

  ✗AsnessTop 30% of eligible cross-section
• Efficiency25% pass✓ 3✗ 8▾

  6 of 8 flag AUR's efficiency — Buffett, Greenblatt, Piotroski +3 more

  Current Ratio9.68

  ✓Graham>= 2.0

  ROIC (3-5 yr avg)

  ✗Buffett> 10%

  ROIC - WACC

  ✗BuffettPositive (WACC = 10%)

  EBIT / (NWC + Net Fixed Assets)-82.8%

  ✗Greenblatt> 25%

  Current Ratio Change YoY11.94 -> 11.86

  ✗PiotroskiIncreased YoY

  Revenue / Total Assets Change YoY0.00x -> 0.00x

  ✓PiotroskiImproved YoY

  Current Assets / Current Liabilities9.68

  ✓Dreman> 1.5

  Return on Invested Capital

  ✗Munger> 15%

  ROIC (high and growing)FY2023: ROIC=unavailable; FY2024: ROIC=unavailable; FY2025: ROIC=unavailable

  ✗AkreLatest 3 consecutive FYs: ROIC > 15% in each

  Reinvestment Rate x ROIC

  ✗AkreReinvestment Rate * ROIC > 10%

  ROIC (5-year)

  ✗SleepROIC > 12% in a majority of years