ICLR vs QQQ Stock Comparison

ICLR currently leads QQQ in this stock comparison, with AIQ scores of 60 vs 57. The clearest difference is momentum, while QQQ has the stronger quality profile.

Market data as of Oct 31, 2026 market close· AIQ score gap 3 points
ICLR
Healthcare
vs
QQQ
Equity
ICLR
ICON Public Limited Company
Leads
Price
$211
Day move
-1.91%
AIQ Score
60/100
Best edge
Momentum
Sector
Healthcare
QQQ
Invesco QQQ Trust, Series 1
Price
$690
Day move
-3.47%
AIQ Score
57/100
Best edge
Quality
Sector
Equity

What is the main difference between ICLR and QQQ?

ICLR leads the current stock comparison as ICON Public Limited Company, with the clearest separation coming from momentum and the broader AIQ evidence mix.

AlgovestIQ AIQ Comparison

ICON Public Limited Company vs Invesco QQQ Trust, Series 1

Data as of Oct 31, 2026· market close· ICLR (stock) vs QQQ (ETF)· Coverage 65/66 fields· 42/42 directly comparable· Moderate confidence
AIQ VerdictFragileAIQ Comparison Conviction 3/10

ICLR leads

ICLR leads by 3 AIQ points, primarily on Momentum and Value, having only recently taken the lead back from QQQ.

Fragile: 2 of 4 evidence groups support ICLR, the lead recently changed hands, and its current signal state is conflicted.

Evidence agreement: 2 of 4Comparison trend: Reversed
ICLR

ICON Public Limited Company

Leads
AIQ Score
60/100
AIQ Edge Score
8/10
QQQ

Invesco QQQ Trust, Series 1

AIQ Score
57/100
AIQ Edge Score
6/10

The Algovestiq AIQ Score currently favors ICLR over QQQ, 60 versus 57 as of Oct 31, 2026. ICLR's advantage is driven primarily by stronger momentum and value, while QQQ holds the stronger quality profile. ICLR also shows the stronger technical structure relative to its 50-day moving average. 2 of 4 covered evidence groups favor ICLR today, and the comparison is rated Fragile on stability: the AIQ gap is narrow at 3 points. ICLR lead: Reversed — QQQ led by 19 AIQ points 30 sessions ago; ICLR now leads by 3.

Compare ICON Public Limited Company 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.

ICLR
-25.9%
QQQ
+92.9%

Total return comparison

Growth of $10,000, distributions reinvested

ICLR $7,413 · 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 ICLR 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.

ICLR advantage
0
QQQ advantage
  • Quality38 vs 82
    QQQ +44
  • Momentum90 vs 46
    ICLR +44
  • Value67 vs 35
    ICLR +32
  • Risk Resilience42 vs 69
    QQQ +27

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

What changed since the last close

Latest scored session 2026-10-28, compared against the prior scored session 2026-10-27.

ICLR+1 AIQ

Largest factor move: Momentum +6

New signals

  • BB Upper Band Breach — bearish, volatility, short horizon
  • Keltner Channel Breakout — bullish, volatility, short horizon
  • 52-Week High Proximity — bullish, risk, long horizon (0.0%)
QQQ+5 AIQ

Largest factor move: Momentum +22

New signals

  • Uptrend Structure Active — bullish, trend, long horizon

ICLR's lead narrowed by 4 AIQ points in the latest session.

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

The central trade-off

ICLR (ICON Public Limited Company): the stronger current systematic profile, led by momentum and value.

QQQ (Invesco QQQ Trust, Series 1): the counter-case, on quality, risk resilience.

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

ICLR

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

Growth

Even

Growth figures are not covered for both names.

Value

ICLR

ICLR on the peer-relative Value factor, by 32 points.

Momentum

ICLR

ICLR on the Momentum factor, by 44 points.

Lower downside

QQQ

QQQ on Risk Resilience, by 27 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.

MeasureICLRQQQNote
Implied upside to target-22.3%—Level
Target dispersion+62.1%—Lower is tighter analyst agreement
ConsensusHold—Context, not a primary driver
Analysts covering11—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 ICLR. A wide gap backed by one group is a weaker case than a narrow gap backed by five.

Evidence groupFavorsReading
AIQ ScoreEven60 vs 57
FundamentalsNot coveredNot covered
ValuationICLRValue 67 vs 35
TechnicalsICLRPrice vs 50-day 24.1% vs -4.8%; vs 200-day 27.5% vs 6.9%
Risk ResilienceQQQRisk Resilience 42 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 ICLR 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 narrow at 3 points. (argues the conclusion is provisional)
  • Only 2 of 4 covered evidence groups agree. (argues the conclusion is provisional)
  • The lead has already changed hands inside the comparison window. (argues the conclusion is provisional)
  • The lead has swung materially session to session. (argues the conclusion is provisional)
  • The leader is throwing conflicting signals. (argues the conclusion is provisional)
  • Analyst targets on the leader are widely dispersed. (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 ICLR.

How the comparison changed

120 daily snapshots · Jun 29 – Oct 28

ICLR lead: Reversed — QQQ led by 19 AIQ points 30 sessions ago; ICLR now leads by 3.

Jun 29ICLR leads above the line · QQQ leads belowOct 28
Today
ICLR +3
60 vs 57
7 sessions ago
ICLR +9
59 vs 50
30 sessions ago
QQQ +19
48 vs 67
90 sessions ago
ICLR +1
56 vs 55

The lead changed hands 8 times in this window, most recently on Oct 19 when ICLR moved ahead of QQQ.

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.

ICLRConflicted

6 bullish / 2 bearish / 1 neutral, conflicted

Only ICLR

  • ATR Expansion - Breakout Mode — neutral, volatility, short horizon (4.42%)
  • BB Upper Band Breach — bearish, volatility, short horizon
  • Keltner Channel Breakout — bullish, volatility, short horizon
  • RSI Overbought — bearish, momentum, short horizon
  • EMA Ribbon Expansion Bullish — bullish, trend, medium horizon
  • 52-Week High Proximity — bullish, risk, long horizon (0.0%)
  • 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.

ICLR 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.

ICLRDivergence

Price is down while the AIQ Score moved up 1 points over the same session — price and model disagree (price -1.91%, AIQ +1 points).

QQQDivergence

Price is down while the AIQ Score moved up 5 points over the same session — price and model disagree (price -3.47%, AIQ +5 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. 1QQQ closes the Momentum gap — currently 44 points behind, the largest single contributor to ICLR's edge.
  2. 2QQQ's MACD Bearish Crossover resolves — a bearish momentum rule currently active against it.
  3. 3ICLR's conflicting signal state resolves bearish — it currently carries 6 bullish and 2 bearish rules at once.
  4. 4A regime shift changes factor weighting — Quality and Value carry the heaviest weights in the composite, so a rotation toward either would move the result most.

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
MetricICLRQQQ
Revenue growth (YoY)1.4%—
EPS growth (YoY)-31.4%—
Gross margin21.8%—
Operating margin10.1%—
Return on equity (TTM)3.5%—
Debt to equity0.37—

Performance

ICLR leads 4 of 6 windows
MetricICLRQQQ
1 week (5 sessions)15.6%0.1%
1 month (20 sessions)26%-1.9%
3 months (63 sessions)29.4%6.2%
6 months (126 sessions)84.4%9.7%
Year to date17.1%18.1%
1 year (252 sessions)12.5%17.6%

Technicals

ICLR has the stronger structure
MetricICLRQQQ
RSI (14)84.739.4
ADX (14)30.325.5
Price vs 50-day24.1%-4.8%
Price vs 200-day27.5%6.9%
Volatility (1M, annualized)72.8%19.5%

Risk

QQQ is the more resilient
MetricICLRQQQ
Beta1.331.45
Sharpe ratio0.60.59
Sortino ratio0.660.9
Max drawdown-60.5%-12.2%
Current drawdown0%-4.5%
Annualized volatility69%20%
Value at risk (95%)-4.7%-2%

Straight answers

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

Which is better, ICLR or QQQ?

On the Algovestiq AIQ Score, ICLR is the stronger of the two as of Oct 31, 2026, scoring 60 against QQQ's 57. The edge comes from momentum and value. QQQ is not without a case — it holds the better quality 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 ICLR or QQQ the better buy right now?

ICLR 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: the AIQ gap is narrow at 3 points. Treat the lead as provisional.

Why does the AIQ Score favor ICLR over QQQ?

The composite weights Quality, Value, Momentum and Risk Resilience. QQQ leads Quality by 44 points; ICLR leads Momentum by 44 points; ICLR leads Value by 32 points. Where the two split, the factor with the larger weight carries the result.

Which has more analyst upside, ICLR or QQQ?

Analyst price targets imply -22.3% upside for ICLR 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, ICLR or QQQ?

ICLR is the better-valued of the two on the peer-relative Value factor. ICLR on the peer-relative Value factor, by 32 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, ICLR 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, ICLR or QQQ?

ICLR on the Momentum factor, by 44 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, ICLR or QQQ?

QQQ is the more resilient of the two, so the other name carries the higher downside risk. QQQ on Risk Resilience, by 27 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 ICLR more profitable than QQQ?

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

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

ICLR lead: Reversed — QQQ led by 19 AIQ points 30 sessions ago; ICLR now leads by 3. This is measured from 120 daily comparison snapshots between 2026-06-29 and 2026-10-28. The lead has changed hands 8 times in that window, most recently on 2026-10-19, when ICLR moved ahead of QQQ.

What would change the ICLR vs QQQ verdict?

The result is a state, not a forecast, so it changes when the underlying evidence changes. Concretely: QQQ closes the Momentum gap — currently 44 points behind, the largest single contributor to ICLR's edge; QQQ's MACD Bearish Crossover resolves — a bearish momentum rule currently active against it; ICLR's conflicting signal state resolves bearish — it currently carries 6 bullish and 2 bearish rules at once; a regime shift changes factor weighting — Quality and Value carry the heaviest weights in the composite, so a rotation toward either would move the result most.

What do the current signals say about ICLR and QQQ?

ICLR: 6 bullish / 2 bearish / 1 neutral, conflicted. 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 ICLR 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.