TurboQuant's Impact on Memory Stocks: Understanding Jevons' Paradox and the Market's Misjudgment
Written by Emily J. Thompson, Senior Investment Analyst
Updated: 4 days ago
0mins
Should l Buy MU?
Source: Barron's
- Impact on Memory Stocks: Highflying memory stocks like Micron and SanDisk have experienced a decline this week.
- Reason for Decline: The drop may be linked to the introduction of TurboQuant, a new compression algorithm discussed in a recent Google research paper.
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Analyst Views on MU
Wall Street analysts forecast MU stock price to fall
26 Analyst Rating
24 Buy
2 Hold
0 Sell
Strong Buy
Current: 357.220
Low
235.00
Averages
336.12
High
500.00
Current: 357.220
Low
235.00
Averages
336.12
High
500.00
About MU
Micron Technology, Inc. provides memory and storage solutions. The Company delivers a portfolio of high-performance dynamic random-access memory (DRAM), NAND, and NOR memory and storage products through its Micron and Crucial brands. The Company's products enable advancing in artificial intelligence (AI) and compute-intensive applications. Its segments include Cloud Memory Business Unit (CMBU), Core Data Center Business Unit (CDBU), Mobile and Client Business Unit (MCBU) and Automotive and Embedded Business Unit (AEBU). CMBU is focused on memory solutions for large hyperscale cloud customers, and high bandwidth memory (HBM) for all data center customers. CDBU is focused on memory solutions for mid-tier cloud, enterprise, and OEM data center customers and storage solutions for all data center customers. MCBU is focused on memory and storage solutions for mobile and client segments. AEBU is focused on memory and storage solutions for the automotive, industrial, and consumer segments.
About the author
Emily J. Thompson
Emily J. Thompson, a Chartered Financial Analyst (CFA) with 12 years in investment research, graduated with honors from the Wharton School. Specializing in industrial and technology stocks, she provides in-depth analysis for Intellectia’s earnings and market brief reports.
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- Strong Earnings Report: Micron Technology reported $23.9 billion in revenue for Q2 FY2026, a staggering 300% year-over-year increase, surpassing Wall Street's expectations of $18.7 billion, indicating robust market demand and pricing conditions.
- Significant Profit Growth: The company's earnings per share reached $12.20, nearly an 8-fold increase year-over-year, far exceeding analysts' expectations of $8.42, showcasing Micron's strong growth potential in the memory market.
- Optimistic Future Outlook: Micron anticipates revenue of $33.5 billion for the current quarter, a 3.6-fold increase from the previous year, with earnings guidance of $19.15 per share, reflecting strong confidence in future growth.
- Cautious Market Reaction: Despite the impressive earnings report, the stock retreated due to market concerns about its growth potential, with analysts suggesting a 55% upside in the stock price over the next year, indicating a potential underestimation of Micron's long-term growth prospects.
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- Revenue Growth: Over the past year, Micron has benefited from supercycles in the DRAM and NAND markets, with revenue nearly tripling and gross margins exceeding 74.4%, indicating strong performance and improved profitability in the market.
- Strategic Customer Agreement: Micron has signed its first-ever five-year strategic customer agreement, providing greater market visibility and marking a significant shift from being viewed as a cyclical commodity to a high-tech AI growth stock, which is expected to lead to sustained revenue growth.
- Market Potential: Micron's HBM4 solution boasts more than double the bandwidth of HBM3 and a 20% improvement in power efficiency, and combined with its close partnership with Nvidia, it is anticipated to drive market share in the AI infrastructure space, further solidifying its position in the industry.
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- Overall Market Comparison: Despite the semiconductor sector's decline, the Nasdaq Composite remained relatively flat, with the S&P 500 and Dow Jones increasing by 0.2% and 0.5%, respectively, indicating investor focus on other sectors during the holiday-shortened trading week, potentially diverting attention from semiconductors.
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- Market Expansion Goals: The company plans to use the funds to expand into the U.S. market, with CEO Sunghyun Park stating that the main targets are large lab customers like Meta and xAI, rather than traditional hyperscalers, highlighting its unique market positioning.
- Technological Differentiation: Rebellions' chips focus on inference processes, offering higher energy efficiency and performance; while the CEO did not disclose sales figures, he mentioned a strong revenue pipeline, indicating robust market potential.
- Supply Chain Challenges and Opportunities: Despite facing challenges with memory chip shortages, Park noted that Rebellions is well-positioned to secure memory supplies due to investments from major manufacturers like Samsung and SK Hynix, enhancing its competitive edge in the market.
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- Market Expansion Plans: Rebellions intends to use the funds to expand into the U.S. market, targeting large lab customers like Meta and xAI rather than traditional hyperscalers, aiming to quickly capture market share.
- Technological Competitive Edge: Rebellions' Rebel100 NPU chips focus on AI inferencing, offering higher energy efficiency and performance; despite competition from Nvidia and other startups, its unique technological positioning provides a competitive advantage in the market.
- Supply Chain Challenges and Opportunities: While facing challenges with memory chip shortages, Rebellions is well-positioned to secure necessary memory supplies due to investments from major manufacturers like Samsung and SK Hynix, supporting its business growth.
See More
Micron Technology Surpasses Earnings Expectations, Optimistic Outlook Ahead
- Strong Earnings Report: Micron Technology reported $23.9 billion in revenue for Q2 FY2026, a staggering 300% year-over-year increase, surpassing Wall Street's expectations of $18.7 billion, indicating robust market demand and pricing conditions.
- Significant Profit Growth: The company's earnings per share reached $12.20, nearly an 8-fold increase year-over-year, far exceeding analysts' expectations of $8.42, showcasing Micron's strong growth potential in the memory market.
- Optimistic Future Outlook: Micron anticipates revenue of $33.5 billion for the current quarter, a 3.6-fold increase from the previous year, with earnings guidance of $19.15 per share, reflecting strong confidence in future growth.
- Cautious Market Reaction: Despite the impressive earnings report, the stock retreated due to market concerns about its growth potential, with analysts suggesting a 55% upside in the stock price over the next year, indicating a potential underestimation of Micron's long-term growth prospects.
See More
Micron's HBM4 Mass Production Marks Technological Breakthrough
- Technological Breakthrough: Micron's HBM4 36GB 12-Hi memory has entered mass production, marking a significant shift as the company is no longer seen as a technological laggard, which is expected to enhance its competitiveness in the high-bandwidth memory market, particularly through its collaboration with Nvidia's Vera Rubin platform.
- Revenue Growth: Over the past year, Micron has benefited from supercycles in the DRAM and NAND markets, with revenue nearly tripling and gross margins exceeding 74.4%, indicating strong performance and improved profitability in the market.
- Strategic Customer Agreement: Micron has signed its first-ever five-year strategic customer agreement, providing greater market visibility and marking a significant shift from being viewed as a cyclical commodity to a high-tech AI growth stock, which is expected to lead to sustained revenue growth.
- Market Potential: Micron's HBM4 solution boasts more than double the bandwidth of HBM3 and a 20% improvement in power efficiency, and combined with its close partnership with Nvidia, it is anticipated to drive market share in the AI infrastructure space, further solidifying its position in the industry.
See More
Semiconductor Sector Experiences Broad Declines
- Market Weakness: The semiconductor sector showed broad weakness on Monday, with Micron and Seagate both dropping 4% and Western Digital declining 5%, indicating investor concerns that could impact overall market confidence.
- Equipment Manufacturers Hit: Semiconductor equipment maker Lam Research fell nearly 5%, while ASML and KLA dropped 2.7% and 3.6% respectively, suggesting a weakening overall demand that may lead to reduced future orders.
- Optical Companies Struck: Applied Optoelectronics led the decline with a 14% plunge, while Coherent and Lumentum fell 8.5% and 7% respectively, reflecting the critical role of optical components in semiconductor production and a pessimistic outlook for the market.
- Overall Market Comparison: Despite the semiconductor sector's decline, the Nasdaq Composite remained relatively flat, with the S&P 500 and Dow Jones increasing by 0.2% and 0.5%, respectively, indicating investor focus on other sectors during the holiday-shortened trading week, potentially diverting attention from semiconductors.
See More
Rebellions Secures $400M for U.S. Expansion Ahead of IPO
- Funding and Valuation: South Korean startup Rebellions has secured $400 million at a valuation of $2.34 billion, with plans to use the funds for U.S. expansion, reflecting strong market confidence in its AI inference chips.
- Technological Edge: Positioned as a 'K-Nvidia', Rebellions claims its Rebel100 NPU offers superior energy efficiency compared to competitors, particularly for clients like Meta Platforms, indicating its competitive strength in the AI hardware market.
- Supply Chain Strategy: By counting major memory manufacturers as shareholders, Rebellions aims to bypass the crippling component shortages and price hikes, providing crucial support for its survival and growth in the semiconductor industry.
- Market Positioning: The management is focusing on the lower-power, high-speed execution phase of AI to avoid direct competition with Nvidia's GPU dominance, targeting specialized labs instead of traditional hyperscalers, showcasing a unique market strategy.
See More
Rebellions Raises $400 Million to Enter U.S. Market
- Funding and Valuation: Rebellions successfully raised $400 million, achieving a valuation of $2.34 billion, with this funding round led by Mirae Asset Financial Group and the Korea National Growth Fund, reflecting strong market demand and investor confidence in its AI chips.
- Market Expansion Goals: The company plans to use the funds to expand into the U.S. market, with CEO Sunghyun Park stating that the main targets are large lab customers like Meta and xAI, rather than traditional hyperscalers, highlighting its unique market positioning.
- Technological Differentiation: Rebellions' chips focus on inference processes, offering higher energy efficiency and performance; while the CEO did not disclose sales figures, he mentioned a strong revenue pipeline, indicating robust market potential.
- Supply Chain Challenges and Opportunities: Despite facing challenges with memory chip shortages, Park noted that Rebellions is well-positioned to secure memory supplies due to investments from major manufacturers like Samsung and SK Hynix, enhancing its competitive edge in the market.
See More
Rebellions Raises $400 Million to Expand U.S. Market Ahead of IPO
- Funding and Valuation: South Korean AI chip startup Rebellions raised $400 million in its latest funding round, achieving a valuation of $2.34 billion, reflecting strong market demand for its AI inferencing chips and investor confidence.
- Market Expansion Plans: Rebellions intends to use the funds to expand into the U.S. market, targeting large lab customers like Meta and xAI rather than traditional hyperscalers, aiming to quickly capture market share.
- Technological Competitive Edge: Rebellions' Rebel100 NPU chips focus on AI inferencing, offering higher energy efficiency and performance; despite competition from Nvidia and other startups, its unique technological positioning provides a competitive advantage in the market.
- Supply Chain Challenges and Opportunities: While facing challenges with memory chip shortages, Rebellions is well-positioned to secure necessary memory supplies due to investments from major manufacturers like Samsung and SK Hynix, supporting its business growth.
See More
