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Verdict
Quantitative factor alignment verified for current market regime.
Quant Score
Rank
#3537
Positioning
Market Dominance
Manufacturing
Automobiles And Trucks
$17.8B
Robert J. Scaringe
Rivian Automotive, Inc. designs, develops, manufactures, and sells electric vehicles and accessories. The company offers five-passenger pickup trucks and sports utility vehicles. Rivian Commercial Vehicle platform for electric Delivery Van with collaboration with Amazon.com.
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| Stock | Rating | Score▼ | Quality | Value | Momentum | P/E | EV/EBITDA | ROE | ROA | Gross Mgn | Op Mgn | Net Mgn | Rev Growth | Div Yield | D/E | Mkt Cap | AUDIT |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
$UL UNILEVER PLC | 78 | 96 | 98 | 59 | - | - | 28.5% | 8.0% | 100.0% | 100.0% | 10.4% | -4.6% | 3.3% | 0.0x | $141.8B | VS | |
$ASML ASML HOLDING NV | 77 | 89 | 86 | 83 | - | - | 46.1% | 16.6% | 51.3% | 31.9% | 26.8% | -4.0% | 1.0% | 25.0x | $272.1B | VS | |
$ESLT ELBIT SYSTEMS LTD | 76 | 81 | 87 | 85 | - | - | 10.3% | 3.1% | 24.1% | 7.2% | 4.7% | 14.3% | 0.8% | 25.0x | $11.4B | VS | |
$MT ArcelorMittal | 75 | 71 | 98 | 85 | - | - | 2.2% | 1.5% | 9.3% | 5.3% | 2.2% | -8.5% | 2.2% | 16.0x | $18.9B | VS | |
$AMAT APPLIED MATERIALS INC /DE | 75 | 85 | 87 | 84 | 20.9x | 13.6x | 35.5% | 19.8% | 48.7% | 29.2% | 24.7% | 4.4% | 0.8% | 32.0x | $181.9B | VS | |
$SIMO Silicon Motion Technology CORP | 75 | 84 | 86 | 85 | - | - | 11.8% | 8.8% | 45.9% | 11.3% | 11.1% | 25.7% | 3.7% | 0.0x | $1.8B | VS | |
$CODA Coda Octopus Group, Inc. | 74 | 83 | 90 | 79 | 16.3x | 11.9x | 7.6% | 7.0% | 66.5% | 17.1% | 15.6% | 39.0% | 0.0% | 0.0x | $115M | VS | |
$GSK GSK plc | 74 | 84 | 90 | 70 | - | - | 22.6% | 4.9% | 71.2% | 12.8% | 9.4% | 1.7% | 5.9% | 124.0x | $72.1B | VS | |
$EFXT Enerflex Ltd. | 74 | 80 | 91 | 83 | - | - | 3.0% | 1.1% | 20.9% | 7.3% | 1.3% | 3.0% | 0.9% | 67.0x | $1.2B | VS | |
$BUD Anheuser-Busch InBev SA/NV | 74 | 84 | 97 | 63 | - | - | 8.2% | 3.5% | 55.3% | 25.9% | 12.4% | 0.7% | 1.7% | 0.0x | $87.0B | VS | |
$RIVN Rivian Automotive, Inc. / DE | 40 | 31 | 45 | 52 | - | - | -85.4% | -26.4% | -10.6% | -83.8% | -82.5% | 34.5% | 0.0% | 224.0x | $17.8B | ||
| SECTOR BENCH | - | - | - | - | - | 22.3x | 11.5x | -2.5% | -0.1% | 42.5% | 1.3% | -0.2% | 5.9% | 0.0% | 0.2x | - | REF |
Rivian Automotive, Inc. / DE (RIVN) receives a "Reduce" rating with a composite score of 40.0/100. It ranks #3537 out of 7,333 stocks in our coverage universe and carries a 2-star rating. Ratings are driven by a 6-factor quantitative model measuring quality, value, momentum, investment, stability, and short interest.
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YOY expansion rate
Core pricing power
Operating efficiency
Bottom-line conversion
Equity capital efficiency
Asset base utilization
Financial leverage load
Direct cash return
Robert J. Scaringe
Chief Executive Officer
Labor Force
14,100
31
23
46
Audit Verdict: Lower quality and stability scores may indicate governance concerns.
No recent insider transactions available for RIVN
In-line with peers — no strong momentum signal
Fair valuation relative to peers
Weak fundamentals — higher risk of value trap
Average volatility — neutral timing signal
Aggressive spending — empire-building risk, dilutive growth
Mid-range overall rating
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Relative valuation derived from Manufacturing sector benchmarks. Model weights: EV/EBITDA (40%), P/B (35%), P/S (25%). Re-calculated daily.
No analyst ratings for RIVN.
View All RatingsHigh margin volatility — erratic forensic earnings quality
ROE proxy -85.4% (sector -2.5%)
GM -11% vs sector 43%, OM -84% vs sector 1%
Capital turnover N/A, R&D intensity 31.0%
Rev growth 35%, 5yr history
Interest coverage -52.0x
Composite assessment of profitability, capital efficiency, and financial strength. Top-tier entities demonstrate sustainable cash flow generation and elite competitive moats.
Profit generated per dollar of shareholder equity
Efficiency of asset utilization
Pricing power and cost efficiency
Core business profitability
Bottom-line profitability
The Quality factor evaluates the persistence and magnitude of realized cash flows. Companies with scores >70 exhibit superior pricing power and structural financial resilience through diverse economic regimes.
Our uncertainty rating tracks the predictability of future cash flows and potential for permanent capital loss. Moderate visibility with standard industry cyclicality.
Rivian Automotive, Inc. / DE receives a Reduce rating from our analysis, with a composite score of 40.0/100 and 2 out of 5 stars, ranking #3537 out of 7,333 stocks. RIVN's factor profile shows weakness across multiple dimensions, suggesting the stock may underperform going forward. Existing holders may want to consider trimming positions or tightening stop-losses.
RIVN's quality score of 31/100 is below average, suggesting challenges with profitability or capital efficiency. The company reports a return on equity of -85.4% (sector avg: -2.5%), gross margins of -10.6% (sector avg: 42.5%), net margins of -82.5% (sector avg: -0.2%). Investors should examine whether management is actively addressing these weaknesses or if they reflect structural industry headwinds.
With a value score of 45/100, RIVN appears somewhat expensive relative to its fundamentals. Key valuation metrics include a P/B ratio of 4.12x. Investors paying a premium here are likely betting on above-average growth or margin expansion to justify current prices.
Rivian Automotive, Inc. / DE's investment score of 23/100 suggests limited reinvestment activity. Key growth metrics include revenue growth of 34.5% vs. a sector average of 5.9% and a return on assets of -26.4% (sector: -0.1%). While this can be positive for mature, cash-generative businesses returning capital to shareholders, it may also signal a lack of growth opportunities or management conservatism.
RIVN demonstrates moderate momentum with a score of 52/100, suggesting a neutral price trend without strong directional conviction. Revenue growth stands at 34.5% year-over-year, while a beta of 1.15 reflects its sensitivity to broader market moves. Moderate momentum may indicate the stock is consolidating or transitioning between trends, warranting close monitoring of upcoming catalysts.
With a stability score of 46/100, RIVN exhibits average financial resilience. Key stability metrics include a beta of 1.15 and a debt-to-equity ratio of 224.00x (sector avg: 0.2x). While the balance sheet is not a major concern, the stock is subject to typical market volatility and may experience sharper drawdowns during risk-off episodes.
Rivian Automotive, Inc. / DE's short interest score of 36/100 reveals significant bearish positioning, suggesting institutional investors are actively betting against the stock. Specific risk factors include elevated leverage (D/E: 224.00x). At $17.8B (large-cap), RIVN carries meaningful risk and is best suited for investors with high risk tolerance who have thoroughly evaluated the bear thesis.
Rivian Automotive, Inc. / DE is a large-cap company in the Manufacturing sector, ranked #0 of 50 in its sector (100th percentile) and #3537 of 7,333 overall (52nd percentile). Key comparisons include ROE of -85.4% trailing the -2.5% sector median and operating margins of -83.8% below the 1.3% sector average. This top-quartile standing reflects exceptional competitive strength relative to Manufacturing peers.
While RIVN currently exhibits a REDUCE profile, superior opportunities exist within the MANUFACTURING sector. Our model identifies several "Strong Buy" candidates with higher quality scores and more attractive valuations among direct industry competitors.
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Improvement in Investment (23) would have the largest impact on the composite score.
ROE 3342% ABOVE SECTOR MEDIAN (FAVORABLE)
Gross Margin 125% BELOW SECTOR MEDIAN
Op. Margin 6595% BELOW SECTOR MEDIAN
AUDIT DATA AS OF SEP 30, 2025 (Q2 FY2025)
We rate Rivian Automotive, Inc. / DE (RIVN) as a Reduce with a composite score of 40.0/100 at a current price of $15.20. The quantitative profile shows weakness across multiple dimensions, suggesting limited upside potential and elevated risk of underperformance relative to peers over the next 12 months.
The rating is primarily driven by strength in momentum (52th percentile) and stability (46th percentile), which together account for the majority of the composite score. Offsetting weakness in investment (23th percentile) and quality (31th percentile) tempers our overall conviction. We assign a No Moat rating (25/100), Very High uncertainty, and Poor capital allocation.
Key items to watch: balance sheet deleveraging progress; sustainability of the current growth rate; the path to profitability. Any material change in these dynamics could warrant a reassessment of our rating. The moat trend is stable, which suggests the competitive landscape is stable for now.
Rivian Automotive, Inc. / DE holds a top-quartile position (#0 of 50) within the Manufacturing sector, based on our composite quantitative scoring across quality, value, momentum, and stability factors. The composite score of 40.0/100 places it at rank #3537 in our full 7,333-stock universe. With a $17.8B market capitalization, Rivian Automotive, Inc. / DE operates at meaningful scale within the Manufacturing sector, providing competitive advantages in distribution, procurement, and customer reach.
Revenue is growing at 35%, though momentum at the 52th percentile suggests the market has not yet fully recognized this trajectory. This potential disconnect between fundamental improvement and market recognition could represent an opportunity for patient investors if the growth trend persists.
The margin cascade tells an important story: gross margins of -11% (-53.1pp vs sector) narrow to operating margins of -84% (-85.1pp vs sector) and net margins of -82.5%, yielding a gross-to-net conversion rate of N/A%. The significant margin erosion from gross to net suggests elevated operating expenses, high interest costs, or other structural drags that warrant monitoring.
At a current price of $15.20, Rivian Automotive, Inc. / DE is trading near fair value based on current fundamentals. Our value factor score of 45/100 reflects a composite assessment across multiple valuation metrics including price-to-earnings, price-to-book, EV/EBITDA, and price-to-sales ratios relative to both sector peers and the broader market. Valuation metrics are mixed, with no strong signal of mispricing in either direction.
The stock currently trades at P/B of 4.1x, P/S of 3.8x. We evaluate these multiples in the context of both absolute levels and sector-relative positioning to form our valuation view.
Revenue growth of 35% confirms the business is expanding its addressable market — growth at this level typically supports multiple expansion and attracts institutional capital.
The Reduce rating (composite 40.0/100) reflects multi-factor weakness, and historically, stocks in this scoring range have underperformed the market by a meaningful margin.
Elevated leverage (224% D/E) amplifies downside risk and limits management's financial flexibility in adverse scenarios.
Thin net margins of -82.5% provide limited cushion against cost pressures, competitive pricing, or macroeconomic headwinds — even small changes in costs could swing the company to a loss.
Below-average quality (31th percentile) raises durability concerns about the fundamental profile and increases the risk of negative earnings surprises.
We assign a Very High uncertainty rating to Rivian Automotive, Inc. / DE. The stock exhibits multiple compounding risk factors: significant leverage (224% debt-to-equity), current negative profitability (net margin -82.5%), weak quality scores (31th percentile). The extreme uncertainty around future cash flows makes precise valuation difficult, and the range of outcomes is exceptionally wide. Only investors with high risk tolerance and extended time horizons should consider this name.
Specific risk factors that inform our assessment include: significant leverage (224% debt-to-equity); current negative profitability (net margin -82.5%); weak quality scores (31th percentile); the combination of leverage (224% D/E) and thin margins (-82.5% net) amplifies downside risk. Each of these factors independently widens the distribution of potential outcomes, and in combination they create a risk profile that demands careful position sizing. The stability factor at the 46th percentile and quality factor at the 31th percentile provide a quantitative summary of the overall risk landscape.
We identify limited risk mitigants at this time, which contributes to our very high uncertainty assessment. Investors should monitor for improvement in balance sheet metrics, margin stability, and business predictability that could warrant a downgrade in our risk assessment over time.
We rate Rivian Automotive, Inc. / DE's capital allocation as Poor. Key concerns include low returns on equity (-85.4%), elevated leverage (224% D/E), negative profitability, weak asset returns (ROA -26.4%). Exemplary capital allocators generate ROE above 20% and maintain conservative leverage — Rivian Automotive, Inc. / DE significantly underperforms these benchmarks, raising questions about management's ability to create shareholder value.
Investors should scrutinize management's reinvestment decisions and balance sheet trajectory before committing capital. Poor capital allocation often compounds over time: overlevered balance sheets limit strategic flexibility, while low returns on capital destroy shareholder value. We would need to see sustained improvement in profitability metrics and balance sheet discipline before considering an upgrade.
In summary, Rivian Automotive, Inc. / DE receives a Reduce rating with a composite score of 40.0/100 (rank #3537 of 7,333). Our quantitative framework assigns a No Moat (25/100, trend: stable), Very High uncertainty, and Poor capital allocation. The average factor score across quality, value, momentum, stability, and investment is 39/100.
Our analysis does not support a constructive view on Rivian Automotive, Inc. / DE at this time. The combination of limited competitive advantages, very high uncertainty, and poor capital allocation suggests unfavorable risk-reward at current levels. We recommend investors avoid new positions and existing holders consider reducing exposure.
Analysis derived from Blank Capital Research quantitative terminal. For informational purposes only. No trade solicitation. Past performance not indicative of future results. Consult a qualified advisor.
We do not assign Rivian Automotive, Inc. / DE a meaningful economic moat, scoring 25/100 on our composite assessment. Current fundamentals do not demonstrate the kind of durable competitive advantages — such as superior returns on invested capital, margin superiority, or reinvestment efficiency — that would protect the company from competitive erosion over the long term. The highest-scoring pillar, growth durability, reached only 13/20.
The strongest moat sources are growth durability (13/20) and reinvestment efficiency (7/20). Rev growth 35%, 5yr history. Capital turnover N/A, R&D intensity 31.0%. These pillars form the core of Rivian Automotive, Inc. / DE's competitive identity and are the primary drivers of excess returns in our framework.
Areas of relative weakness include margin superiority (0.1/20) and economic value creation (2.5/20). GM -11% vs sector 43%, OM -84% vs sector 1%. Improvement in these areas could meaningfully widen the moat over time, while deterioration would be an early warning of competitive erosion.
Our moat trend assessment is Stable. Multi-year ROIC and operating margin trajectories show neither meaningful improvement nor deterioration, suggesting the competitive position is steady. We expect Rivian Automotive, Inc. / DE's moat profile to remain largely unchanged absent a material shift in return on capital or industry dynamics.
Key profit drivers include robust top-line growth of 35% expanding the revenue base. The margin cascade from -11% gross to -84% operating to -82.5% net reveals the company's cost structure and reinvestment intensity. Our analysis indicates that profit quality raises some durability concerns, with the quality factor at the 31th percentile.
The margin profile shows gross margins of -11%, operating margins of -84%, net margins of -82.5%. Return metrics include ROE of -85.4% and ROA of -26.4%. Relative to the Manufacturing sector, gross margins are 53.1 percentage points below the sector median of 43%, and ROE of -85.4% compares to a sector median of -2.5%.
The balance sheet reflects high leverage with D/E of 224%, which may limit financial flexibility, revenue growth of 35%. The sector median D/E is 0%, putting Rivian Automotive, Inc. / DE at higher leverage than the typical peer. Elevated leverage in combination with the current margin profile warrants close monitoring for any deterioration in debt-servicing capacity.

Nio stock rose 4.63% after reporting a record 1 million battery swaps during Lunar New Year, signaling strong demand and service revenue growth potential. The company expects to achieve its first-ever adjusted operational profit in Q4. Meanwhile, broader markets declined with the S&P 500 down 1.01% and growth stocks underperforming.
Rivian Automotive, Inc. (NasdaqGS:RIVN) has reached a proposed $250 million settlement in a securities class action lawsuit related to its IPO, with a court hearing scheduled for May 2026. This settlement aims to reduce headline risk and could be a positive factor for the stock, which has experienced significant volatility and remains unprofitable. Despite trading below analyst targets and estimated fair value, investors will need to monitor the financial impact of the settlement and Rivian’s ongoing efforts to achieve profitability amid dilution concerns.
Rivian Automotive (NasdaqGS:RIVN) has introduced its R2 mass market SUV and appointed Greg Revelle as Chief Customer Officer, signaling a strategic shift to broaden its customer base beyond premium models. These moves aim to address the lower-priced SUV market and improve customer experience and retention. Investors will closely watch the R2's production, demand, and how the new leadership impacts sales and brand loyalty.

Rivian Automotive has reached a $250 million settlement in a class action lawsuit alleging the company misled investors about the production costs of its R1 electric vehicles prior to its 2021 IPO. The settlement, which includes $67 million from insurance and $183 million from Rivian's cash reserves, awaits court approval. Rivian denies wrongdoing, stating the settlement allows it to focus on the upcoming R2 vehicle launch in 2026.

Zacks Research downgraded Rivian Automotive (NASDAQ:RIVN) to a "strong sell" rating. This follows other analyst adjustments, including price target revisions and rating changes from firms like Goldman Sachs and Guggenheim. Despite the downgrade, Rivian's stock saw a slight increase, and the article details the company's recent financial performance, institutional holdings, and an overview of its electric vehicle offerings.
Above 50MA
37.18%
Net New Highs
+51081