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Micron · Samsung Electronics · SK hynix · Micron: reassessing earnings duration and cash returns
US · Korea · Memory industry · MU
Including differences in the benefits for Samsung and SK hynix. HBM repricing raises the earnings potential, but Micron’s next-year increment is not solely HBM. Company disclosures, the UBS model and Goldman’s Korean memory research separate business gross profit, repurchases and valuation. AI-assisted translation of the Chinese v4.0 report.
Company disclosures: 30 September; bank originals: 1 October; regular close: 2 October 2026 · 2026-10-04
AG-R-MEM-20261004 · v4.0 · Web 1
Industry tightness can persist without synchronised earnings delivery. Repurchases can smooth EPS, not eliminate the cycle. First test conventional-memory pricing and cash flow, then the profit duration reflected in valuation.
Volume, price and cost
Cash returns
Earnings duration
| Metric | Value | Unit | Basis |
|---|---|---|---|
| MU reference close | 1,074.89 | USD | 2 October 2026 regular close |
| Own FY27 middle path | 160.40 | EPS / USD | Conditional estimate, not consensus |
| UBS FY27 EPS forecast | 189.98 | EPS / USD | Adjusted diluted basis |
| Conventional DRAM GP contribution | 66.7 | % | Share of UBS FY27 incremental group gross profit |
Operations
Conventional DRAM and NAND drive near-term delivery; HBM adds later growth.
Per share
Fewer shares amplify EPS without removing operating cyclicality.
Valuation
Earnings improvement does not guarantee equivalent share-price gains.
Thesis and research conclusions
01
Micron research should shift from a single HBM quote to the sources and duration of group profits.
AI demand and the lag in supply expansion support the earnings baseline, but do not eliminate cyclical volatility. UBS’s bullish FY27 forecast relies first on conventional DRAM and NAND, then on further HBM gross-profit releases. Tracking this structure cannot be replaced by one HBM headline. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Operating view: rebuilding the UBS model attributes 66.7% of FY27 incremental gross profit to conventional DRAM, 24.4% to NAND and 8.8% to HBM; HBM rises to 33.7% of the FY28 increase. Per-share view: UBS’s FY27 EPS of $189.98 exceeds our conditional middle path of $160.40 mainly because of profit differences, with a lower share denominator adding further accretion. Valuation view: UBS raised earnings but reduced its multiple, leaving its target unchanged; earnings improvement does not guarantee an equivalent share-price gain.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Company actuals, company guidance, named sell-side forecasts and our own conditional scenarios are presented separately. We do not assign unestimated probabilities to scenarios or substitute a bank target for our valuation judgment. Available Samsung and SK hynix materials support a comparison of pricing, competition and valuation frameworks, but not a same-basis reconstruction of group net income. We therefore do not invent a three-company profit ranking from assumed market shares.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Financial baseline: growth and margin recognition
02
Micron reported FQ4 FY2026 revenue of $54.229 billion and non-GAAP diluted EPS of $33.42.
Next-quarter guidance midpoints are $61.50 billion of revenue and $38.15 of non-GAAP EPS. These reported figures establish a high earnings starting point, but the next-quarter margin guide is below the current quarter: revenue growth and margin changes need separate explanations. [P1][P2]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 1. Quarterly results and next-quarter guidance
| Metric | FQ3 actual | FQ4 actual | FQ1 FY27 guidance |
|---|---|---|---|
| Revenue | 414.56 | 542.29 | 615.0 ± 15.0 |
| GAAP gross margin | 84.6% | 86.8% | Approx. 85.95% |
| Non-GAAP gross margin | 84.9% | 87.0% | Approx. 86.25% |
| GAAP diluted EPS | 24.67 | 32.87 | 37.84 ± 1.00 |
| Non-GAAP diluted EPS | 25.11 | 33.42 | 38.15 ± 1.00 |
| Non-GAAP operating expenses | 15.18 | 25.68 | Approx. 20.60 |
Revenue and expenses: USD 100 million; EPS: USD/share. Guidance is a company midpoint or range, not an actual result. Micron announcement and prepared remarks, 30 September 2026.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Quarter length affects the apparent growth rate. Regulatory quarter-end dates imply 14 weeks in FQ4 versus 13 in FQ3. Revenue grew 30.8% sequentially, or 21.5% after simple weekly normalisation. The latter still indicates strong growth, but the extra week cannot all be attributed to pricing or demand, and weekly normalisation is not a rigorous organic-growth adjustment. [P1][P3] Gross-profit recognition is not the same as product pricing. Prepared remarks link part of next-quarter margin pressure to manufacturing incentive compensation capitalised into inventory and later recognised on sale. Price, unit cost, mix and accounting timing should be separated; a one-quarter margin change alone does not establish HBM4 yield or demand. [P2]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Historical earnings follow company disclosures; forecasts follow the adjusted basis stated by each model. Company FY26 non-GAAP EPS is $75.52. UBS’s historical GAAP line differs from the company on a standardisation basis, so we neither use that line for growth calculations nor splice it into non-GAAP forecasts. [P1][U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Profit sources: conventional memory versus HBM
03
UBS forecasts FY27 adjusted net income of $211.841 billion, up 144.2%, and adjusted EPS of $189.98, up 151.6%.
This is a bullish model materially above the contemporaneous market snapshot cited in that report, not company guidance. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 1. Profit declines and per-share cushioning
Conditional models and labelled figures in the original report; not live quotes · FY26=100 · 2026-10-04T00:00:00Z
| FY26 | FY27E | FY28E | FY29E | |
|---|---|---|---|---|
| Adjusted net income | 100 | 244.17 | 329.3 | 263.51 |
| Adjusted EPS | 100 | 251.56 | 377.78 | 357.45 |
FY26 adjusted baseline=100. FY27–FY29 are UBS forecasts, not realised performance. UBS p.17; AlphaGBM calculations.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 2. UBS group earnings forecasts and growth
| Metric | FY26 baseline | FY27E | FY28E | FY29E |
|---|---|---|---|---|
| Revenue | 1,331.88 | 2,932.11 | 3,880.40 | 3,326.14 |
| Adjusted net income | 867.58 | 2,118.41 | 2,856.90 | 2,286.15 |
| Net income growth | — | +144.2% | +34.9% | -20.0% |
| Adjusted diluted EPS | 75.52 | 189.98 | 285.30 | 269.95 |
| EPS growth | — | +151.6% | +50.2% | -5.4% |
Revenue and net income: USD 100 million; EPS: USD/share. UBS pp.1 and 17; growth recalculated by AlphaGBM.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 2. FY27 incremental gross profit: conventional memory leads
Conditional models and labelled figures in the original report; not live quotes · % · 2026-10-04T00:00:00Z
| Conventional DRAM | NAND | HBM | |
|---|---|---|---|
| Share of incremental gross profit | 66.7 | 24.4 | 8.8 |
The other-business residual of USD 0.16 × 100 million is not included in the three bars. UBS p.8; AlphaGBM calculations.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
FY27 incremental group gross profit is $149.943 billion: conventional DRAM contributes $100.074 billion, NAND $36.626 billion and HBM $13.227 billion, with $16 million of other-business residual. Testing conventional-memory pricing and costs therefore covers more of near-term forecast earnings than checking only HBM4 quotes. HBM becomes more important later, contributing 33.7% of FY28 incremental gross profit. Yet in FY29, even with HBM revenue forecast to grow 24.1%, group revenue and adjusted net income decline 14.3% and 20.0%. Structural product growth cannot fully offset a downturn elsewhere. This is gross-profit attribution within a bank model, not causal identification of realised net income. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
HBM pricing: volume, price, cost and comparability
04
UBS’s HBM profit expansion depends on both volume and price: FY27 shipments grow about 54%, ASP rises 54.8%, and unit cost increases only modestly.
Price multiplied by volume drives revenue; gross-profit elasticity also depends on costs, yields and mix. A quoted price increase cannot directly establish group net income. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 3. UBS estimates for MU HBM volume, price and cost
| Metric | FY26E | FY27E | FY28E |
|---|---|---|---|
| Revenue / USD 100m | 111.38 | 265.31 | 598.43 |
| Shipments / million GB | 853.00 | 1,312.00 | 1,790.00 |
| ASP / USD per GB | 13.07 | 20.23 | 33.43 |
| Unit cost / USD per GB | 4.50 | 4.58 | 5.28 |
| Gross profit / USD 100m | 73.00 | 205.27 | 503.94 |
All figures, including FY26, are UBS estimates, not separately disclosed company HBM actuals. USD/GB denotes capacity pricing; volume is million GB. UBS p.8.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 3. A wider unit spread does not guarantee rising margins
Conditional models and labelled figures in the original report; not live quotes · USD/GB · 2026-10-04T00:00:00Z
| FY26E | FY27E | FY28E | FY29E | |
|---|---|---|---|---|
| Blended ASP | 13.07 | 20.23 | 33.43 | 38.53 |
| Unit cost | 4.5 | 4.58 | 5.28 | 7.54 |
All UBS estimates, including the FY26 baseline. The difference between the lines is the unit spread; the unit is not USD/Gb.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Unit spread and gross margin are different measures. In FY29, the model’s absolute spread still expands, but costs rise faster relative to price. Recalculated HBM gross margin falls from 84.2% in FY28 to 80.4%. Research must track realised pricing and costs together, not just one product generation’s quoted price.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 4. HBM gross-profit bridge: pricing is the largest contribution
Conditional models and labelled figures in the original report; not live quotes · USD 100m · 2026-10-04T00:00:00Z
| FY26E GP | Volume | ASP | Unit cost | Rounding | FY27E GP | |
|---|---|---|---|---|---|---|
| Bridge value | 73 | 39.34 | 93.94 | -1.05 | 0.04 | 205.27 |
Web bars retain the original waterfall values: 73.00 + 39.34 + 93.94 - 1.05 + 0.04 = 205.27. The decomposition order allocates interaction effects; this is not causal identification.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
In this ordered decomposition, shipment growth contributes $3.934 billion, ASP adds $9.394 billion and unit costs subtract $105 million. Pricing accounts for about 71.0% of the reported gross-profit increase, including the volume-price interaction assigned to pricing by this order. A $4 million display-rounding residual is retained, not labelled an operating contribution. Fiscal years, calendar years and cross-company forecasts are not interchangeable. UBS forecasts about 76% growth in MU’s CY2027 blended HBM ASP; Goldman’s Korea team forecasts Samsung HBM pricing up 130%; TrendForce forecasts industry blended ASP up 121%. Different companies, product mixes and methods cannot be averaged or transplanted into MU group EPS. [U][G][T] Capacity units must be normalised first. IT Home’s 3 October relay of Korean reporting uses USD/Gb, not USD/GB. USD 5/Gb equals USD 40/GB only as a unit illustration, not a confirmed transaction. Comparing it with HBM3E at about USD 1.5/Gb is a cross-generation quote comparison, not the same product’s annual ASP. Per-pin speed in Gbps is also distinct from capacity pricing. [V][S]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Supply commitments improve revenue visibility, not a group-profit floor. Goldman’s Korean report records 26 SCAs, expected to cover over 35% of revenue through 2030. About 75% of that expected SCA revenue has explicit price frameworks, generally with floors and ceilings. The 50% figure is a long-term coverage objective, not an achieved level, and 75% does not refer to all group revenue. Some agreements extend into 2031. [G] The lag from factory construction to saleable bits supports duration, but a bank relaying management’s supply-demand outlook is not an additional independent source. UBS’s customer-exit economics and downside-margin estimates are not actual contract terms; delivery, realised prices and costs still require validation. [G][U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Independent scenarios and variable stress tests
05
Our model anchors FQ1 FY27 to company guidance.
Annual operating expenses use FY26 expenses plus the company’s expected increment; the tax rate is fixed at 15.5%, annual shares at 1.15 billion, and other net income is held unchanged. Q2–Q4 sequential growth and margin paths are research assumptions, not company guidance, consensus or confidence intervals. [P1][P2]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 4. AlphaGBM scenarios and the UBS model
| FY27 scenario | Revenue | EPS |
|---|---|---|
| Stress path | 2,281.57 | 134.18 |
| Middle path | 2,572.93 | 160.40 |
| Stronger path | 2,730.56 | 172.23 |
| UBS bullish forecast | 2,932.11 | 189.98 |
Revenue: USD 100m; EPS: USD/share. Our model is a non-GAAP-equivalent bridge; UBS uses its adjusted basis. Definitions are not identical. UBS average shares are about 1.115bn.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 5. Key assumptions in our scenarios
| Path | Q2–Q4 sequential revenue | Q1–Q4 gross margin |
|---|---|---|
| Stress | -5% | 86.25% → 84% → 81% → 78% |
| Middle | +3% | 86.25% → 86.75% → 87.5% → 87.5% |
| Stronger | +7% | 86.25% → 87.5% → 88.5% → 89% |
Research assumptions, not company guidance or probability intervals.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 5. Quarterly paths matter; guidance is not simply annualised
Conditional models and labelled figures in the original report; not live quotes · Quarterly EPS / USD · 2026-10-04T00:00:00Z
| FQ1 guidance anchor | FQ4 scenario | |
|---|---|---|
| Stress / full-year 134.18 | 38.15 | 29.13 |
| Middle / full-year 160.40 | 38.15 | 42.11 |
| Stronger / full-year 172.23 | 38.15 | 48.17 |
The web chart retains the first-quarter guidance anchor and explicitly labelled final-quarter EPS. Intermediate assumptions remain in Table 5; unlabelled points were not estimated from pixels. Not actual history or probability bands.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
UBS’s contemporaneous consensus snapshot is approximately $159–160 for FY27 and $180–182 for FY28. The cover and p.7 differ slightly, so ranges are retained. Our middle path’s proximity to this range does not mean it was calibrated to consensus, and the stronger path is not an upper bound on market optimism. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 6. Equal ASP deviations: conventional DRAM has greater EPS impact
Conditional models and labelled figures in the original report; not live quotes · USD/share · 2026-10-04T00:00:00Z
| Conventional DRAM | NAND | HBM | |
|---|---|---|---|
| EPS change | -14.33 | -5.21 | -1.95 |
Each segment’s price is 10% below the UBS FY27 baseline, with volume, costs and expenses fixed; 15.5% tax and 1.15bn shares. Not a complete group stress forecast.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
With other conditions held constant, the separate conventional DRAM, NAND and HBM price deviations change EPS by -$14.33, -$5.21 and -$1.95. DRAM’s larger impact mainly reflects its revenue base, not a claim that its price is more likely to fall. The shock is 10% below the baseline price, not an equal percentage-point reduction in year-on-year growth, and it does not jointly stress volume, cost and buybacks. The group model already includes HBM; no earlier uniform-industry-share demonstration profit is added again. Such industry examples explain volume-price-cost and share-transfer mechanisms, not full group earnings for the three companies.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Cash returns: net income, free cash flow and EPS
06
UBS treats repurchases as a second argument alongside profit duration.
Its cash-flow model expects operating cash flow to cover capital expenditure and leave substantial shareholder-return capacity. This is a bank’s capital-allocation forecast, not completed repurchases or a board-authorised amount. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 7. Cash uses: repurchases depend on free cash flow
Conditional models and labelled figures in the original report; not live quotes · USD 100m · 2026-10-04T00:00:00Z
| FY27E | FY28E | FY29E | |
|---|---|---|---|
| Operating cash flow | 2108.5 | 2609.1 | 2911.6 |
| Free cash flow | 1571.6 | 1902.2 | 2264.7 |
Grouped bars retain the original chart’s labelled OCF and FCF. Net repurchases are 75.4% / 98.3% / 98.2% of FCF as stated below. No amounts are reverse-engineered from the unlabelled line. All UBS forecasts.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
In the model, FY27, FY28 and FY29 net repurchases equal 75.4%, 98.3% and 98.2% of FCF. These are not shareholder returns or authorisation-completion rates: the latter two years allocate nearly all forecast FCF to buybacks. Lower cash generation requires changes in actual repurchases or other uses. Average diluted shares are forecast at 1.115 / 1.001 / 0.847 billion; these are not year-end cumulative buyback percentages. Net and gross capex differ. UBS FY27 gross capex of $57.0bn less $3.308bn of partner and government contributions gives net capex of $53.692bn. The company’s first-half net capex of about $25bn, with more in the second half, is not a full-year guide and is not directly comparable with bank gross capex. [P2][U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 8. From our EPS to UBS: profit and denominator differences
Conditional models and labelled figures in the original report; not live quotes · USD/share · 2026-10-04T00:00:00Z
| Own EPS | Profit difference | Denominator difference | UBS EPS | |
|---|---|---|---|---|
| Bridge value | 160.4 | 23.81 | 5.77 | 189.98 |
Profit is replaced first, then the effective denominator. Web bars preserve the original bridge, not independent causal identification; adjusted-profit definitions differ.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
UBS net income divided by our fixed share count gives EPS of $184.21. Replacing profit first adds $23.81; changing the effective denominator adds $5.77, linking our $160.40 to UBS’s $189.98. Price, execution timing and dilution affect realised accretion; annual average diluted shares are not year-end shares or cumulative repurchase rates. Buybacks cushion per-share metrics, but do not remove an operating downturn: UBS FY29 net income falls 20.0% while EPS falls only 5.4%. Earnings quality must be assessed through net income, FCF and shares together, not merely a smooth EPS curve. [U]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Valuation: earnings duration and multiple constraints
07
UBS retains Buy and a $1,625 target.
It starts with approximately $256 of CY2029 EPS, discounts one year at about 13.6% cost of equity to roughly $225 in CY2028, and applies approximately 7× P/E, previously about 8×. Higher earnings alongside a lower multiple and higher discount rate illustrate that operating optimism and valuation restraint can coexist. [U] This is not FY27 EPS multiplied directly by a multiple. Rounded published parameters do not reproduce the target exactly; we retain that precision limit rather than inventing an undisclosed multiplier. The following sensitivity instead multiplies our FY27 EPS by assumed multiples: the horizons differ.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 9. Earnings and multiple sensitivity; no single-point target
Conditional models and labelled figures in the original report; not live quotes · Conditional price / USD · 2026-10-04T00:00:00Z
| 5× P/E | 7× P/E | 9× P/E | |
|---|---|---|---|
| Stress EPS 134.18 | 671 | 939 | 1208 |
| Middle EPS 160.40 | 802 | 1123 | 1444 |
| Stronger EPS 172.23 | 861 | 1206 | 1550 |
Rounded prices from the original heatmap. Changes versus the 2 October 2026 close of $1,074.89 are in the table. Assumed multiples carry no probability or return promise.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Figure 9 data: conditional prices and changes versus reference
| Scenario | 5× P/E | 7× P/E | 9× P/E |
|---|---|---|---|
| Stress EPS 134.18 | $671 / -37.6% | $939 / -12.6% | $1,208 / +12.3% |
| Middle EPS 160.40 | $802 / -25.4% | $1,123 / +4.5% | $1,444 / +34.3% |
| Stronger EPS 172.23 | $861 / -19.9% | $1,206 / +12.2% | $1,550 / +44.2% |
Prices and percentages retain original display rounding, not targets or expected returns.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
At the 2 October 2026 regular-session close of $1,074.89, our three paths imply P/E of about 8.01 / 6.70 / 6.24×, versus 5.66× on the UBS FY27 forecast. Every denominator is a future scenario or forecast, not realised earnings. Even if next-quarter results keep growing, shorter profit duration and multiple compression can jointly affect price. A public relay of Goldman’s US MU view retains Neutral and a $1,250 target, whereas the Korean report is constructive on Samsung and SK hynix. Companies, teams and evidence levels differ; these are not a single unified bank view. The original US MU model was not obtained, so the relay is only a disagreement signal, not an earnings-model input. [B1][G]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Samsung and SK hynix: shared upside and share competition
08
Industry revenue expansion underpins shared benefits; execution differs by company.
Micron’s original disclosures and full sell-side business model allow group earnings decomposition. Samsung HBM pricing needs qualification, yields and deliveries; SK hynix needs realised pricing, costs and share defence. Goldman identifies Samsung’s HBM progress as a risk to SK hynix, showing that industry growth and competitive pressure can coexist. [G]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 6. Company research focus and named bank valuation methods
| Company | Key checks | Named sell-side valuation |
|---|---|---|
| Micron | Conventional-memory profit, HBM delivery, repurchases | UBS: Buy, $1,625; discounted CY29 EPS |
| Samsung common | HBM4 qualification, costs and other group businesses | GS: Buy, ₩490,000; divisional EV/EBITDA |
| Samsung preferred | Same company, different equity pricing | GS: Buy, ₩360,000; about 27% discount |
| SK hynix | Realised prices, costs and share defence | GS: Buy, ₩3,500,000; 9× average 2026/27 P/E |
Korean targets retain original currency, without unverified FX conversion. Ratings and targets are those in the 1 October 2026 reports; not all were necessarily raised. Absolute targets cannot be compared across companies.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
NAND also deserves tracking. Goldman records MU FQ4 NAND volume and ASP growth above its forecasts for the Korean companies’ quarterly average, a constructive read-across for later Korean results. But companies, time windows and forecast status differ; this does not establish that Samsung or SK hynix has already delivered the same growth. [G] Samsung includes other businesses, so HBM gross-profit growth cannot automatically equal group net-profit growth. The Korean materials do not provide fully reconstructable same-basis group-profit models. We therefore retain supported pricing, competition and valuation judgments without a false-precision three-company incremental-profit ranking.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Catalysts, risks and monitoring
09
Updates should focus on observable business variables, not unconfirmed event dates.
Positive news on pricing, cash returns or qualification should enter a group model only when it translates into realised revenue, gross profit and share counts.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Table 7. Catalysts and disconfirming evidence
| Focus | Supporting evidence | Evidence warranting a lower assessment |
|---|---|---|
| Conventional DRAM / NAND | Realised price, shipments and unit cost deliver together | Prices below the model without offsetting volume or costs |
| HBM repricing and delivery | Qualification becomes timely delivery; prices become revenue | Yields, packaging or customer configuration constrain saleable bits |
| Contracts and effective supply | Volume-price frameworks honoured; slower capacity ramp | Faster effective supply or weaker customer demand |
| Cash and repurchases | FCF delivered; actual share count falls | Higher net capex, fewer repurchases or offsetting dilution |
| Valuation duration | Same-basis medium/long-term earnings revised upward | Shorter duration, higher discount rate or risk premium |
Monitoring variables are not realised events or automatic trading instructions.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Other key risks include more efficient AI models, customers reducing memory capacity or stacking layers, technology migration and yield deviations, and competitive share shifts. Shareholder returns do not automatically offset all operating or valuation risks. [U][G][T]
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
The durability of high memory profits merits further testing, in this order: business volume-price-cost, group gross profit and expenses, cash flow and shares, then valuation. For Micron the near-term test remains non-HBM profit; for Samsung and SK hynix, share and delivery must be checked beyond the common cycle. Current evidence is insufficient to turn any single price headline into a certain share-price gain.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Sources and important disclosures
10
This report was compiled, calculated and formatted by AlphaGBM Research with AI assistance.
Source list and evidence boundaries in the original report
| Code | Description |
|---|---|
| P1 | Micron, 30 September 2026, FQ4 FY2026 release and SEC Exhibit 99.1: actual financials, accounting basis and Q1 guidance. |
| P2 | Micron prepared remarks from the same date. The original report states that the document was saved and checked; it does not claim full call Q&A verification. |
| P3 | SEC Q2/Q3 10-Q, quarter ends 26 February and 28 May 2026; used with Q4 to calculate quarter length. |
| U | UBS, 1 October 2026, Micron Technology Inc, original used in internal research: business model p.8, valuation p.9, financials p.17 and risks p.19. |
| G | Goldman Sachs, 1 October 2026, South Korea Tech: Memory — MU 4QFY26 read-across, pp.1–3. Korean coverage team, not a US MU rating report. |
| T | TrendForce, 29 September 2026, forecast industry blended HBM ASP for 2027, not realised contract-price growth. |
| V | IT Home, 3 October 2026, relaying Maeil Business coverage dated 2 October. Media relay; the full Korean original was not obtained and the user’s original video was not viewed. |
| S | Samsung Newsroom, 12 February 2026, HBM4 technical disclosure. Performance specifications are not pricing or earnings forecasts. |
| B1 | Goldman’s US MU view is a public relay dated 1 October 2026. The original US model was not obtained; used only as disagreement context. |
| Q | Quote and daily-history cross-check of the 2 October 2026 regular close, as described by the original report. Its snapshot is retained; no intraday quote was recollected. |
Third-party originals remain internal; public references appear in the sources area. Web conversion is not an additional independent verification.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
It carries no named human analyst certification and invents no qualifications, compensation relationship or independence certification. AlphaGBM assigns no Buy/Hold/Sell rating and no target price. Named banks’ ratings and targets are quotations; scenarios and sensitivities are analytical tools, not recommendations or actual outcomes.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
1. Sources and nature. The report uses public company disclosures, bank reports provided for this research reading, and identified industry information and media relays. No non-public customer contracts were obtained and the companies did not review it. Source accuracy, completeness and ongoing validity are not guaranteed; possessing a bank original does not make its forecast an actual result. 2. Not investment advice. The report is for research, not an offer, invitation, recommendation, rating or trading advice. It is not tailored to recipients’ objectives, financial position or risk tolerance and does not replace independent judgment. 3. Forward-looking statements. Earnings, supply-demand, price and repurchase forecasts depend on assumptions and actual results may differ materially. Historical performance is not predictive; scenarios neither guarantee returns nor establish that developments are unpriced.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
4. Data boundaries. Cutoffs and source dates are on the cover and in the source list. Prices retain the original verified regular close, not intraday quotes. FY and CY are separated; gross profit, net income and EPS are not mixed. Actuals, guidance, bank forecasts and our assumptions remain distinct. USD/Gb is not USD/GB. 5. Commercial use and redistribution. Rights in third-party reports and materials remain with their owners; this report transfers no such rights. Without the relevant authorisation it may not be used commercially, including resale, sublicensing, inclusion in paid products, fundraising or AI model training, or copied at scale, redistributed or publicly circulated. Quotations must retain attribution, dates and risks without removing context.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
6. Conflicts and responsibility. Holdings and conflicts of the research team and related persons were not checked, so no no-conflict assertion is made. The report neither checks nor changes user holdings and executes no trades. Research may be revised; recipients must verify key premises and must not equate tool validation with reliable investment outcomes.
[1] AlphaGBM Research · MU · 2026-10-04 · v4.0 · Author-owned research; original retained internally
Source and revision notes
| Original | Section | Revision |
|---|---|---|
| Company disclosures | Actuals and guidance | Retain accounting and period differences |
| Named sell-side | Forecasts and valuation | Not actuals or company commitments |
| Own scenarios | Assumptions and sensitivities | No unestimated probabilities |
Not Rated. No AlphaGBM single-point target. Research only, not investment advice.