MEDP vs QQQ Stock Comparison

MEDP currently leads QQQ in this stock comparison, with AIQ scores of 64 vs 57. The clearest difference is momentum, while QQQ has the stronger risk resilience profile.

Market data as of Oct 31, 2026 market close· AIQ score gap 7 points
MEDP
Healthcare
vs
QQQ
Equity
MEDP
Medpace Holdings, Inc.
Leads
Price
$652
Day move
-3.77%
AIQ Score
64/100
Best edge
Momentum
Sector
Healthcare
QQQ
Invesco QQQ Trust, Series 1
Price
$690
Day move
-3.47%
AIQ Score
57/100
Best edge
Risk Resilience
Sector
Equity

What is the main difference between MEDP and QQQ?

MEDP leads the current stock comparison as Medpace Holdings, Inc., with the clearest separation coming from momentum and the broader AIQ evidence mix.

AlgovestIQ AIQ Comparison

Medpace Holdings, Inc. vs Invesco QQQ Trust, Series 1

Data as of Oct 31, 2026· market close· MEDP (stock) vs QQQ (ETF)· Coverage 65/66 fields· 42/42 directly comparable· Moderate confidence
AIQ VerdictFragileAIQ Comparison Conviction 4/10

MEDP leads

MEDP leads by 7 AIQ points, primarily on Momentum, having only recently taken the lead back from QQQ.

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

Evidence agreement: 2 of 4Comparison trend: Reversed
MEDP

Medpace Holdings, Inc.

Leads
AIQ Score
64/100
AIQ Edge Score
9/10
QQQ

Invesco QQQ Trust, Series 1

AIQ Score
57/100
AIQ Edge Score
6/10

The Algovestiq AIQ Score currently favors MEDP over QQQ, 64 versus 57 as of Oct 31, 2026. MEDP's advantage is driven primarily by stronger momentum, while QQQ holds the stronger risk resilience profile. MEDP also shows the stronger technical structure relative to its 50-day moving average. 2 of 4 covered evidence groups favor MEDP today, and the comparison is rated Fragile on stability: only 2 of 4 covered evidence groups agree. MEDP lead: Reversed — QQQ led by 10 AIQ points 30 sessions ago; MEDP now leads by 7.

Compare Medpace Holdings, 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.

MEDP
+205.9%
QQQ
+92.9%

Total return comparison

Growth of $10,000, distributions reinvested

MEDP $30,594 · 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 MEDP 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.

MEDP advantage
0
QQQ advantage
  • Momentum95 vs 46
    MEDP +49
  • Risk Resilience55 vs 69
    QQQ +14
  • Value27 vs 35
    QQQ +8
  • Quality79 vs 81
    Even

2 of 4 evidence groups favor MEDP. MEDP’s edge is concentrated in momentum; QQQ keeps a meaningful risk resilience edge.

What changed since the last close

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

MEDP0 AIQ

No factor moved materially.

No signal started or stopped since the prior session; its 8 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.

MEDP's lead was unchanged in the latest session.

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

The central trade-off

MEDP (Medpace Holdings, Inc.): the stronger current systematic profile, led by momentum.

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

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

MEDP

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

Growth

Even

Growth figures are not covered for both names.

Value

QQQ

QQQ on the peer-relative Value factor, by 8 points.

Momentum

MEDP

MEDP on the Momentum factor, by 49 points.

Lower downside

QQQ

QQQ on Risk Resilience, by 14 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.

MeasureMEDPQQQNote
Implied upside to target-2.7%—Level
Target dispersion+33.9%—Lower is tighter analyst agreement
ConsensusHold—Context, not a primary driver
Analysts covering10—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 MEDP. A wide gap backed by one group is a weaker case than a narrow gap backed by five.

Evidence groupFavorsReading
AIQ ScoreMEDP64 vs 57
FundamentalsNot coveredNot covered
ValuationQQQValue 27 vs 35
TechnicalsMEDPPrice vs 50-day 5.7% vs -4.8%; vs 200-day 28.1% vs 6.9%
Risk ResilienceQQQRisk Resilience 55 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 MEDP 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 moderate at 7 points.
  • 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 MEDP.

How the comparison changed

120 daily snapshots · Jul 1 – Oct 30

MEDP lead: Reversed — QQQ led by 10 AIQ points 30 sessions ago; MEDP now leads by 7.

Jul 1MEDP leads above the line · QQQ leads belowOct 30
Today
MEDP +7
64 vs 57
7 sessions ago
MEDP +13
63 vs 50
30 sessions ago
QQQ +10
54 vs 64
90 sessions ago
QQQ +4
55 vs 59

The lead changed hands 7 times in this window, most recently on Oct 15 when MEDP 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.

MEDPConflicted

6 bullish / 2 bearish, conflicted

Only MEDP

  • 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.

MEDP 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.

MEDPNo material change

Neither the price nor the AIQ Score moved enough in the latest session to confirm or contradict the other (price -3.77%, 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. 1QQQ closes the Momentum gap — currently 49 points behind, the largest single contributor to MEDP's edge.
  2. 2QQQ's MACD Bearish Crossover resolves — a bearish momentum rule currently active against it.
  3. 3MEDP'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
MetricMEDPQQQ
Revenue growth (YoY)1.2%—
EPS growth (YoY)14.2%—
Gross margin29.1%—
Operating margin21.4%—
Return on equity (TTM)99.8%—
Debt to equity0.25—

Performance

MEDP leads 5 of 6 windows
MetricMEDPQQQ
1 week (5 sessions)4.6%0.1%
1 month (20 sessions)11%-1.9%
3 months (63 sessions)19.8%6.2%
6 months (126 sessions)64.8%9.7%
Year to date23.3%18.1%
1 year (252 sessions)14.5%17.6%

Technicals

MEDP has the stronger structure
MetricMEDPQQQ
RSI (14)79.339.4
ADX (14)37.725.5
Price vs 50-day5.7%-4.8%
Price vs 200-day28.1%6.9%
Volatility (1M, annualized)37.2%19.5%

Risk

QQQ is the more resilient
MetricMEDPQQQ
Beta0.641.45
Sharpe ratio0.550.59
Sortino ratio0.570.9
Max drawdown-36.6%-12.2%
Current drawdown0%-4.5%
Annualized volatility43.6%20%
Value at risk (95%)-2.9%-2%

Straight answers

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

Which is better, MEDP or QQQ?

On the Algovestiq AIQ Score, MEDP is the stronger of the two as of Oct 31, 2026, scoring 64 against QQQ's 57. The edge comes from momentum. QQQ is not without a case — it holds the better risk resilience 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 MEDP or QQQ the better buy right now?

MEDP 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 MEDP over QQQ?

The composite weights Quality, Value, Momentum and Risk Resilience. MEDP leads Momentum by 49 points; QQQ leads Risk Resilience by 14 points; QQQ leads Value by 8 points. Where the two split, the factor with the larger weight carries the result.

Which has more analyst upside, MEDP or QQQ?

Analyst price targets imply -2.7% upside for MEDP 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, MEDP or QQQ?

QQQ is the better-valued of the two on the peer-relative Value factor. QQQ on the peer-relative Value factor, by 8 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, MEDP 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, MEDP or QQQ?

MEDP on the Momentum factor, by 49 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, MEDP or QQQ?

QQQ is the more resilient of the two, so the other name carries the higher downside risk. QQQ on Risk Resilience, by 14 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 MEDP more profitable than QQQ?

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

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

MEDP lead: Reversed — QQQ led by 10 AIQ points 30 sessions ago; MEDP now leads by 7. This is measured from 120 daily comparison snapshots between 2026-07-01 and 2026-10-30. The lead has changed hands 7 times in that window, most recently on 2026-10-15, when MEDP moved ahead of QQQ.

What would change the MEDP 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 49 points behind, the largest single contributor to MEDP's edge; QQQ's MACD Bearish Crossover resolves — a bearish momentum rule currently active against it; MEDP'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 MEDP and QQQ?

MEDP: 6 bullish / 2 bearish, 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 MEDP 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.