CLF vs QQQ Stock Comparison

QQQ currently leads CLF in this stock comparison, with AIQ scores of 57 vs 45. The clearest difference is quality, while CLF has the stronger value profile.

Market data as of Oct 31, 2026 market close· AIQ score gap 12 points
CLF
Basic Materials
vs
QQQ
Equity
CLF
Cleveland-Cliffs Inc.
Price
$14.25
Day move
-0.07%
AIQ Score
45/100
Best edge
Value
Sector
Basic Materials
QQQ
Invesco QQQ Trust, Series 1
Leads
Price
$690
Day move
-3.47%
AIQ Score
57/100
Best edge
Quality
Sector
Equity

What is the main difference between CLF and QQQ?

QQQ leads the current stock comparison as Invesco QQQ Trust, Series 1, with the clearest separation coming from quality and the broader AIQ evidence mix.

AlgovestIQ AIQ Comparison

Cleveland-Cliffs Inc. vs Invesco QQQ Trust, Series 1

Data as of Oct 31, 2026· market close· CLF (stock) vs QQQ (ETF)· Coverage 65/66 fields· 42/42 directly comparable· Moderate confidence
AIQ VerdictFragileAIQ Comparison Conviction 5/10

QQQ leads

QQQ leads by 12 AIQ points, primarily on Quality and Risk Resilience, but the lead has narrowed from 20 points over 30 sessions.

Fragile: 2 of 4 evidence groups support QQQ, its lead is narrowing, and its current signal state is conflicted.

Evidence agreement: 2 of 4Comparison trend: Weakening
CLF

Cleveland-Cliffs Inc.

AIQ Score
45/100
AIQ Edge Score
3/10
QQQ

Invesco QQQ Trust, Series 1

Leads
AIQ Score
57/100
AIQ Edge Score
6/10

The Algovestiq AIQ Score currently favors QQQ over CLF, 57 versus 45 as of Oct 31, 2026. QQQ's advantage is driven primarily by stronger quality and risk resilience, while CLF holds the stronger value profile. QQQ also shows the weaker technical structure relative to its 50-day moving average. 2 of 4 covered evidence groups favor QQQ today, and the comparison is rated Fragile on stability: only 2 of 4 covered evidence groups agree. QQQ lead: Weakening — the AIQ differential moved from 20 to 12 points over 30 sessions.

Compare Cleveland-Cliffs Inc. and Invesco QQQ Trust, Series 1 across the Algovestiq AIQ Score, valuation, quality, momentum, risk, technicals and analyst expectations.

Currently unavailable

Performance over time

Total return with distributions reinvested, from daily closes.

CLF
-40.0%
QQQ
+92.9%

Total return comparison

Growth of $10,000, distributions reinvested

CLF $6,001 · QQQ $19,294

Split-adjusted closes; each distribution is reinvested at the close on its ex-dividend date. Taxes and trading costs are not modeled.

Compare CLF and QQQ against another ticker

Open a multi-ticker workspace without changing this focused pair page.

Basic: 2 symbols·Explorer: 3 symbols·Pro and Premium: 5 symbols·Your limit: 2

AIQ Factor Divergence

Where the two separate, on the four dimensions behind the AIQ Score. Bars read outward from a shared zero: further from the centre is a wider gap.

CLF advantage
0
QQQ advantage
  • Quality11 vs 81
    QQQ +70
  • Risk Resilience27 vs 69
    QQQ +42
  • Value65 vs 35
    CLF +30
  • Momentum72 vs 46
    CLF +26

2 of 4 evidence groups favor QQQ. QQQ’s edge is concentrated in quality and risk resilience; CLF keeps a meaningful value edge.

What changed since the last close

Latest scored session 2026-10-30, compared against the prior scored session 2026-10-29.

CLF0 AIQ

No factor moved materially.

No signal started or stopped since the prior session; its 6 active signals are unchanged.

QQQ0 AIQ

Largest factor move: Quality -1, not enough on its own to move the overall score.

No signal started or stopped since the prior session; its 3 active signals are unchanged.

QQQ's lead was unchanged in the latest session.

Deeper signal detail for each name lives on its own signals page — CLF and QQQ both carry a full feed there.

The central trade-off

QQQ (Invesco QQQ Trust, Series 1): the stronger current systematic profile, led by quality and risk resilience.

CLF (Cleveland-Cliffs Inc.): the counter-case, on value, momentum, valuation — but at materially higher volatility, 82.5% against 19.5%.

Which one fits your objective

The same two names rank differently depending on what you are optimizing for. All six reads are shown at once — none of them is hidden behind a toggle.

Balanced

QQQ

QQQ on the overall AIQ Score, which weights Quality and Value most heavily.

Growth

Even

Growth figures are not covered for both names.

Value

CLF

CLF on the peer-relative Value factor, by 30 points.

Momentum

CLF

CLF on the Momentum factor, by 26 points.

Lower downside

QQQ

QQQ on Risk Resilience, by 42 points.

Analyst upside

Even

Analyst targets are level or not covered for both names.

AIQ vs Wall Street

Where the systematic read and the analyst consensus line up — and where they do not.

MeasureCLFQQQNote
Implied upside to target-9.2%—Level
Target dispersion+65.5%—Lower is tighter analyst agreement
ConsensusHold—Context, not a primary driver
Analysts covering7—Higher coverage generally improves confidence

Analyst targets are expectations, not predictions. Dispersion matters as much as the midpoint.

AIQ Agreement Matrix

2 of 4 covered evidence groups favor QQQ. A wide gap backed by one group is a weaker case than a narrow gap backed by five.

Evidence groupFavorsReading
AIQ ScoreQQQ45 vs 57
FundamentalsNot coveredNot covered
ValuationCLFValue 65 vs 35
TechnicalsCLFPrice vs 50-day 16.3% vs -4.8%; vs 200-day 22.7% vs 6.9%
Risk ResilienceQQQRisk Resilience 27 vs 69
Analyst expectationsNot coveredNot covered

✓ agrees with the overall verdict · ✕ points the other way. Groups marked “not covered” lack data on one or both of CLF and QQQ and are excluded from the count.

AIQ Decision Stability

Fragile

The conclusion is sensitive to small changes. Treat the lead as provisional and watch the flip conditions below.

  • The AIQ gap is wide at 12 points. (supports the conclusion holding)
  • Only 2 of 4 covered evidence groups agree. (argues the conclusion is provisional)
  • The leader's advantage has been narrowing. (argues the conclusion is provisional)
  • The leader is throwing conflicting signals. (argues the conclusion is provisional)

Stability combines the score gap, how broadly the evidence agrees, how steady the lead has been across daily snapshots, the current signal state on both names, and analyst dispersion on QQQ.

How the comparison changed

120 daily snapshots · Jul 1 – Oct 30

QQQ lead: Weakening — the AIQ differential moved from 20 to 12 points over 30 sessions.

Jul 1CLF leads above the line · QQQ leads belowOct 30
Today
QQQ +12
45 vs 57
7 sessions ago
QQQ +5
45 vs 50
30 sessions ago
QQQ +20
44 vs 64
90 sessions ago
QQQ +20
39 vs 59

The lead has not changed hands in this window.

AIQ Signal Divergence

Only the signals that bear on the head-to-head. A conflicted name is carrying bullish and bearish rules at the same time — the technical evidence is not pointing one way.

CLF

4 bullish / 0 bearish / 2 neutral

Only CLF

  • Bollinger Band Squeeze — neutral, volatility, short horizon
  • ATR Expansion - Breakout Mode — neutral, volatility, short horizon (6.25%)
  • EMA Ribbon Expansion Bullish — bullish, trend, medium horizon
  • MACD Bullish Crossover — bullish, momentum, short horizon
QQQConflicted

2 bullish / 1 bearish, conflicted

Only QQQ

  • MACD Bearish Crossover — bearish, momentum, short horizon

Both carry 2 more signals that do not separate them: Golden Cross Active, Uptrend Structure Active.

QQQ leads the comparison while carrying a conflicted signal state, which is one reason the stability rating is not higher.

Price vs model alignment

Whether the latest session's price move confirms what the model did over the same session, or contradicts it.

CLFNo material change

Neither the price nor the AIQ Score moved enough in the latest session to confirm or contradict the other (price -0.07%, AIQ 0 points).

QQQNo material change

Neither the price nor the AIQ Score moved enough in the latest session to confirm or contradict the other (price -3.47%, AIQ 0 points).

What would flip this result

A state, not a forecast. These are the specific, observable changes that would reverse the verdict — not a price prediction.

  1. 1CLF closes the Quality gap — currently 70 points behind, the largest single contributor to QQQ's edge.
  2. 2CLF's Bollinger Band Squeeze turns directional — it is neutral today and would confirm a change in trend.
  3. 3QQQ's conflicting signal state resolves bearish — it currently carries 2 bullish and 1 bearish rules at once.
  4. 4The narrowing continues — the lead has already given back 8 points over 30 sessions, and a further 12-point move would eliminate QQQ's advantage entirely.

The full evidence

Every number behind the verdict. The leader is called above each group so you are not left to solve it from the table.

Fundamentals

Split
MetricCLFQQQ
Revenue growth (YoY)7.4%—
EPS growth (YoY)208%—
Gross margin1.9%—
Operating margin-1%—
Return on equity (TTM)-8.1%—
Debt to equity1.34—

Performance

Split across windows
MetricCLFQQQ
1 week (5 sessions)-0.6%0.1%
1 month (20 sessions)26.6%-1.9%
3 months (63 sessions)19.9%6.2%
6 months (126 sessions)36%9.7%
Year to date5%18.1%
1 year (252 sessions)6.2%17.6%

Technicals

CLF has the stronger structure
MetricCLFQQQ
RSI (14)61.939.4
ADX (14)21.525.5
Price vs 50-day16.3%-4.8%
Price vs 200-day22.7%6.9%
Volatility (1M, annualized)82.5%19.5%

Risk

QQQ is the more resilient
MetricCLFQQQ
Beta2.091.45
Sharpe ratio0.260.59
Sortino ratio0.390.9
Max drawdown-48.2%-12.2%
Current drawdown-7.6%-4.5%
Annualized volatility66.5%20%
Value at risk (95%)-6.2%-2%

Straight answers

Each answer is regenerated from the current snapshot, not written once and left to age.

Which is better, CLF or QQQ?

On the Algovestiq AIQ Score, QQQ is the stronger of the two as of Oct 31, 2026, scoring 57 against CLF's 45. The edge comes from quality and risk resilience. CLF is not without a case — it holds the better value profile, which matters more if that is the objective you are optimizing for. This is a systematic score, not a recommendation: it ranks the two on the same evidence, it does not know your holding period or tax position.

Is CLF or QQQ the better buy right now?

QQQ carries the stronger systematic profile as of Oct 31, 2026, and the comparison is rated Fragile — 2 of 4 covered evidence groups agree. A Fragile rating means the conclusion is sensitive: only 2 of 4 covered evidence groups agree. Treat the lead as provisional.

Why does the AIQ Score favor QQQ over CLF?

The composite weights Quality, Value, Momentum and Risk Resilience. QQQ leads Quality by 70 points; QQQ leads Risk Resilience by 42 points; CLF leads Value by 30 points. Where the two split, the factor with the larger weight carries the result.

Which has more analyst upside, CLF or QQQ?

Analyst price targets imply -9.2% upside for CLF and not covered for QQQ. The model and the Street agree here, which is a broader base of evidence than either alone. Analyst targets are expectations, not predictions, and dispersion matters as much as the midpoint.

Which is better value, CLF or QQQ?

CLF is the better-valued of the two on the peer-relative Value factor. CLF on the peer-relative Value factor, by 30 points. The Value factor reads valuation relative to sector peers and to the company's own fundamental quality, so it is not the same as simply having the lower multiple.

Which has stronger growth, CLF or QQQ?

Growth figures are not covered for both names. Growth here is measured on reported revenue and earnings, not on forward estimates — it describes what the businesses have delivered, not what the Street expects next.

Which has stronger momentum, CLF or QQQ?

CLF on the Momentum factor, by 26 points. Momentum is one of the four weighted factors in the AIQ composite. It has documented persistence over three- to twelve-month horizons, which makes it a timing input rather than a reason to hold something indefinitely.

Which is riskier, CLF or QQQ?

QQQ is the more resilient of the two, so the other name carries the higher downside risk. QQQ on Risk Resilience, by 42 points. Risk Resilience is a weighted factor in the composite; position sizing usually responds to it more usefully than the buy/avoid decision does.

Is CLF more profitable than QQQ?

Margin data is not comparable for both names in the current snapshot.

Is QQQ's lead over CLF getting stronger or weaker?

QQQ lead: Weakening — the AIQ differential moved from 20 to 12 points over 30 sessions. This is measured from 120 daily comparison snapshots between 2026-07-01 and 2026-10-30. The lead has not changed hands in that window.

What would change the CLF vs QQQ verdict?

The result is a state, not a forecast, so it changes when the underlying evidence changes. Concretely: CLF closes the Quality gap — currently 70 points behind, the largest single contributor to QQQ's edge; CLF's Bollinger Band Squeeze turns directional — it is neutral today and would confirm a change in trend; QQQ's conflicting signal state resolves bearish — it currently carries 2 bullish and 1 bearish rules at once; the narrowing continues — the lead has already given back 8 points over 30 sessions, and a further 12-point move would eliminate QQQ's advantage entirely.

What do the current signals say about CLF and QQQ?

CLF: 4 bullish / 0 bearish / 2 neutral. QQQ: 2 bullish / 1 bearish, conflicted. A conflicted state means bullish and bearish rules are active on the same name at once — the technical evidence is not pointing one way, and a decision taken on it carries more timing risk. The most decision-relevant rule on CLF is Golden Cross Active (bullish, long horizon). On QQQ it is Golden Cross Active (bullish, long horizon).

Continue your research

This page answers which of the two. These answer the questions on either side of it.

How this comparison is scored

The Algovestiq AIQ Score composites four factors — Quality, Value, Momentum and Risk, each carrying a fixed weight. Sentiment is reported separately as SentimentPulse and is not folded into the composite. Scores refresh every trading day, and this page regenerates from the latest snapshot rather than being written once.

The verdict names a leader, states how broadly six independent evidence groups agree, and rates how durable that conclusion is given the score gap, its recent trajectory and the current signal state on both names.

How to use side-by-side comparison →

This comparison is informational and educational, not investment advice. AIQ scores update daily; re-check after earnings, guidance or macro data that materially changes either name’s factor profile.