QQQ vs VEEV Stock Comparison

VEEV currently leads QQQ in this stock comparison, with AIQ scores of 66 vs 51. The clearest difference is momentum, while QQQ has the stronger quality profile.

Market data as of Oct 21, 2026 market close· AIQ score gap 15 points
QQQ
Equity
vs
VEEV
Technology
QQQ
Invesco QQQ Trust, Series 1
Price
$725
Day move
+1.05%
AIQ Score
51/100
Best edge
Quality
Sector
Equity
VEEV
Veeva Systems Inc.
Leads
Price
$321
Day move
+0.59%
AIQ Score
66/100
Best edge
Momentum
Sector
Technology

What is the main difference between QQQ and VEEV?

VEEV leads the current stock comparison as Veeva Systems Inc., with the clearest separation coming from momentum and the broader AIQ evidence mix.

AlgovestIQ AIQ Comparison

Invesco QQQ Trust, Series 1 vs Veeva Systems Inc.

Data as of Oct 21, 2026· market close· VEEV (stock) vs QQQ (ETF)· Coverage 65/66 fields· 42/42 directly comparable· Moderate confidence
AIQ VerdictFragileAIQ Comparison Conviction 5/10

VEEV leads

VEEV leads by 15 AIQ points, primarily on Momentum, having only recently taken the lead back from QQQ.

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

Evidence agreement: 2 of 4Comparison trend: Reversed
QQQ

Invesco QQQ Trust, Series 1

AIQ Score
51/100
AIQ Edge Score
4/10
VEEV

Veeva Systems Inc.

Leads
AIQ Score
66/100
AIQ Edge Score
9/10

The Algovestiq AIQ Score currently favors VEEV over QQQ, 66 versus 51 as of Oct 21, 2026. VEEV's advantage is driven primarily by stronger momentum, while QQQ holds the stronger quality profile. VEEV also shows the stronger technical structure relative to its 50-day moving average. 2 of 4 covered evidence groups favor VEEV today, and the comparison is rated Fragile on stability: only 2 of 4 covered evidence groups agree. VEEV lead: Reversed — QQQ led by 1 AIQ points 30 sessions ago; VEEV now leads by 15.

Compare Invesco QQQ Trust, Series 1 and Veeva Systems Inc. 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.

QQQ
+95.6%
VEEV
-0.9%

Total return comparison

Growth of $10,000, distributions reinvested

QQQ $19,562 · VEEV $9,907

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

Compare QQQ and VEEV 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.

QQQ advantage
0
VEEV advantage
  • Momentum21 vs 86
    VEEV +65
  • Quality82 vs 74
    QQQ +8
  • Value35 vs 38
    Even
  • Risk Resilience72 vs 72
    Even

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

What changed since the last close

Latest scored session 2026-10-20, compared against the prior scored session 2026-10-19.

QQQ-1 AIQ

Largest factor move: Momentum -2

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

VEEV0 AIQ

No factor moved materially.

No signal started or stopped since the prior session; its 7 active signals are unchanged.

VEEV's lead widened by 1 AIQ point in the latest session.

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

The central trade-off

VEEV (Veeva Systems Inc.): the stronger current systematic profile, led by momentum.

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

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

VEEV

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

Growth

Even

Growth figures are not covered for both names.

Value

Even

The two are level on Value.

Momentum

VEEV

VEEV on the Momentum factor, by 65 points.

Lower downside

QQQ

QQQ carries the lower 1-month annualized volatility.

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.

MeasureQQQVEEVNote
Implied upside to target—-14.1%Level
Target dispersion—+59.9%Lower is tighter analyst agreement
Consensus—BuyContext, not a primary driver
Analysts covering—20Higher 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 VEEV. A wide gap backed by one group is a weaker case than a narrow gap backed by five.

Evidence groupFavorsReading
AIQ ScoreVEEV51 vs 66
FundamentalsNot coveredNot covered
ValuationEvenValue 35 vs 38
TechnicalsVEEVPrice vs 50-day -0.2% vs 17.8%; vs 200-day 6.2% vs 54.2%
Risk ResilienceEvenRisk Resilience 72 vs 72
Analyst expectationsNot coveredNot covered

✓ agrees with the overall verdict · ✕ points the other way. Groups marked “not covered” lack data on one or both of QQQ and VEEV 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 15 points. (supports the conclusion holding)
  • 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)

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 VEEV.

How the comparison changed

120 daily snapshots · Jun 21 – Oct 20

VEEV lead: Reversed — QQQ led by 1 AIQ points 30 sessions ago; VEEV now leads by 15.

Jun 21QQQ leads above the line · VEEV leads belowOct 20
Today
VEEV +15
51 vs 66
7 sessions ago
VEEV +9
57 vs 66
30 sessions ago
QQQ +1
65 vs 64
90 sessions ago
Level
67 vs 67

The lead changed hands 5 times in this window, most recently on Oct 9 when VEEV 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.

QQQConflicted

1 bullish / 2 bearish, conflicted

Only QQQ

  • Keltner Channel Breakdown — bearish, volatility, short horizon
  • MACD Bearish Crossover — bearish, momentum, short horizon
VEEVConflicted

6 bullish / 1 bearish, conflicted

Only VEEV

  • 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%)
  • Uptrend Structure Active — bullish, trend, long horizon
  • MACD Bullish Crossover — bullish, momentum, short horizon

Both carry 1 more signal that do not separate them: Golden Cross Active.

VEEV 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.

QQQDivergence

Price is up while the AIQ Score moved down 1 points over the same session — price and model disagree (price +1.05%, AIQ -1 points).

VEEVNo material change

Neither the price nor the AIQ Score moved enough in the latest session to confirm or contradict the other (price +0.59%, 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. 1QQQ closes the Momentum gap — currently 65 points behind, the largest single contributor to VEEV's edge.
  2. 2QQQ's Keltner Channel Breakdown resolves — a bearish volatility rule currently active against it.
  3. 3VEEV's conflicting signal state resolves bearish — it currently carries 6 bullish and 1 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
MetricQQQVEEV
Revenue growth (YoY)—5.1%
EPS growth (YoY)—5%
Gross margin—74.9%
Operating margin—29.9%
Return on equity (TTM)—14%
Debt to equity—0.02

Performance

VEEV leads 5 of 6 windows
MetricQQQVEEV
1 week (5 sessions)-3.5%5.6%
1 month (20 sessions)-4%22.1%
3 months (63 sessions)1.7%71.2%
6 months (126 sessions)11.4%89.7%
Year to date16.8%38.7%
1 year (252 sessions)19.6%8.9%

Technicals

VEEV has the stronger structure
MetricQQQVEEV
RSI (14)37.272.5
ADX (14)20.343.6
Price vs 50-day-0.2%17.8%
Price vs 200-day6.2%54.2%
Volatility (1M, annualized)15.4%33.9%

Risk

Split
MetricQQQVEEV
Beta1.450.58
Sharpe ratio0.770.39
Sortino ratio1.20.65
Max drawdown-12.2%-49.4%
Current drawdown-5.5%0%
Annualized volatility19.9%43.1%
Value at risk (95%)-1.9%-3.7%

Straight answers

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

Which is better, QQQ or VEEV?

On the Algovestiq AIQ Score, VEEV is the stronger of the two as of Oct 21, 2026, scoring 66 against QQQ's 51. The edge comes from momentum. 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 QQQ or VEEV the better buy right now?

VEEV carries the stronger systematic profile as of Oct 21, 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 VEEV over QQQ?

The composite weights Quality, Value, Momentum and Risk Resilience. VEEV leads Momentum by 65 points; QQQ leads Quality by 8 points. Where the two split, the factor with the larger weight carries the result.

Which has more analyst upside, QQQ or VEEV?

Analyst price targets imply not covered upside for QQQ and -14.1% for VEEV. 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, QQQ or VEEV?

Neither name separates on the peer-relative Value factor. The two are level on Value. 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, QQQ or VEEV?

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, QQQ or VEEV?

VEEV on the Momentum factor, by 65 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, QQQ or VEEV?

QQQ is the more resilient of the two, so the other name carries the higher downside risk. QQQ carries the lower 1-month annualized volatility. Risk Resilience is a weighted factor in the composite; position sizing usually responds to it more usefully than the buy/avoid decision does.

Is QQQ more profitable than VEEV?

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

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

VEEV lead: Reversed — QQQ led by 1 AIQ points 30 sessions ago; VEEV now leads by 15. This is measured from 120 daily comparison snapshots between 2026-06-21 and 2026-10-20. The lead has changed hands 5 times in that window, most recently on 2026-10-09, when VEEV moved ahead of QQQ.

What would change the QQQ vs VEEV verdict?

The result is a state, not a forecast, so it changes when the underlying evidence changes. Concretely: QQQ closes the Momentum gap — currently 65 points behind, the largest single contributor to VEEV's edge; QQQ's Keltner Channel Breakdown resolves — a bearish volatility rule currently active against it; VEEV's conflicting signal state resolves bearish — it currently carries 6 bullish and 1 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 QQQ and VEEV?

QQQ: 1 bullish / 2 bearish, conflicted. VEEV: 6 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 QQQ is Golden Cross Active (bullish, long horizon). On VEEV 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.