LEDS vs NVDA vs AMAT vs LRCX

For growth investors, SemiLEDs Corporation (LEDS) is the stronger pick with 729.

8% revenue growth year-over-year, versus 4. 4% for Applied Materials, Inc. (AMAT). NVIDIA Corporation (NVDA) offers the better valuation at 43. 2x trailing P/E (25. 6x forward), making it the more compelling value choice. Analysts rate NVIDIA Corporation (NVDA) a "Buy" — based on 79 analyst ratings — the highest consensus in this comparison. The "better buy" depends entirely on your goals: growth investors should weight revenue trajectory, value investors should weight P/E and PEG, and income investors should weight dividend yield and streak.

On trailing P/E, NVIDIA Corporation (NVDA) is the cheapest at 43.

2x versus Lam Research Corporation at 69. 0x. On forward P/E, NVIDIA Corporation is actually cheaper at 25. 6x. The PEG ratio (P/E divided by earnings growth rate) is the most growth-adjusted single valuation metric: NVIDIA Corporation wins at 0. 27x versus Lam Research Corporation's 2. 26x — a PEG below 1. 0 traditionally signals the market is underpricing earnings growth.

Over the past 5 years, NVIDIA Corporation (NVDA) delivered a total return of +1329%, compared to -74.

5% for SemiLEDs Corporation (LEDS). Over 10 years, the gap is even starker: NVDA returned +239. 0% versus LEDS's +9. 7%. Past returns do not guarantee future results, and the stock with the higher historical return may already have its best growth priced in.

By beta (market sensitivity over 5 years), NVIDIA Corporation (NVDA) is the lower-risk stock at 1.

73β versus Lam Research Corporation's 2. 54β — meaning LRCX is approximately 47% more volatile than NVDA relative to the S&P 500. On balance sheet safety, NVIDIA Corporation (NVDA) carries a lower debt/equity ratio of 7% versus 144% for SemiLEDs Corporation — giving it more financial flexibility in a downturn.

By revenue growth (latest reported year), SemiLEDs Corporation (LEDS) is pulling ahead at 729.

8% versus 4. 4% for Applied Materials, Inc. (AMAT). On earnings-per-share growth, the picture is similar: NVIDIA Corporation grew EPS 66. 7% year-over-year, compared to 0. 6% for Applied Materials, Inc.. Over a 3-year CAGR, NVDA leads at 100. 0% annualised revenue growth. Higher growth typically commands a higher valuation multiple — check whether the premium P/E or P/S is justified by the growth rate using the PEG ratio.

NVIDIA Corporation (NVDA) is the more profitable company, earning 55.

6% net margin versus -2. 6% for SemiLEDs Corporation — meaning it keeps 55. 6% of every revenue dollar as bottom-line profit. Operating margin tells a similar story: NVDA leads at 60. 4% versus -3. 7% for LEDS. At the gross margin level — before operating expenses — NVDA leads at 71. 1%, reflecting greater pricing power or product mix advantage. Stronger margins indicate durable pricing power, lower cost of revenue, or higher mix of software/services. They are one of the clearest signs of business quality.

The PEG ratio (forward P/E divided by expected earnings growth rate) is the most precise measure of undervaluation relative to growth potential.

By this metric, NVIDIA Corporation (NVDA) is the more undervalued stock at a PEG of 0. 27x versus Lam Research Corporation's 2. 26x. A PEG below 1. 0 is traditionally considered the threshold for growth-adjusted undervaluation. On forward earnings alone, NVIDIA Corporation (NVDA) trades at 25. 6x forward P/E versus 50. 7x for Lam Research Corporation — 25. 1x cheaper on a one-year earnings basis. Analyst consensus price targets imply the most upside for NVDA: 31. 8% to $278. 83.

In this comparison, AMAT (0.

4% yield), LRCX (0. 3% yield) pay a dividend. LEDS, NVDA do not pay a meaningful dividend and should not be held primarily for income.

For long-horizon retirement investors, NVIDIA Corporation (NVDA) is the stronger choice — it scores higher on the combination of lower volatility, dividend reliability, and long-term compounding (+239.

0% 10Y return). Applied Materials, Inc. (AMAT) carries a higher beta of 2. 14 — meaning larger drawdowns in market downturns, which matters significantly when you cannot wait years for a recovery. Both have compounded well over 10 years (NVDA: +239. 0%, AMAT: +20. 1%), confirming both are viable long-term holds — but the lower-volatility option typically results in less emotional selling during corrections. Retirement portfolios generally favour predictability over maximum returns. Consult a financial advisor before making allocation decisions.

Both stocks operate in the Technology sector, making this a peer-level intra-sector comparison — the same macro tailwinds and headwinds will affect both.

In terms of investment character: LEDS is a small-cap high-growth stock; NVDA is a mega-cap high-growth stock; AMAT is a large-cap quality compounder stock; LRCX is a large-cap high-growth stock. These fundamental differences mean investors should not choose between them on a single metric — the "better stock" depends entirely on which of these characteristics aligns with your investment strategy.