Should you buy Teradata (TDC)?
Updated
Teradata has beaten earnings estimates in all four of the last four quarters with an average positive surprise of 184%, earns exceptional return on equity of 118% with 25% net margins and a Piotroski financial health score of 7 out of 9 — but 19% short interest, a high put-to-call ratio of 2.50, and a stock price already above the analyst target limit near-term entry.
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Engine methodology range
Range computation requires sufficient peer-comparable data; available for tickers with peer_count ≥3.
What the engine is tracking
| Pillar | Expectation | Trend |
|---|---|---|
Teradata generates a return on equity of 118% — placing it in the top percentile of peers on capital efficiency — alongside 25% net margins and a strong Piotroski financial health score of 7 out of 9, demonstrating a high-quality business delivering significant shareholder value. Quality breakdown | Return on equity stays above 80% and net margins remain above 20% over the next four reported quarters. | →Stable |
| CounterExtremely high return on equity can sometimes reflect a leveraged capital structure rather than pure business quality; the single-source component supplier concentration risk flagged in the 10-K annual filing could disrupt operations and compress margins. | ||
Teradata beat consensus earnings estimates in all four of the last four quarters, with an average positive surprise of 184% — driven in part by a 653% beat in the most recent May 2026 quarter — signaling that the company is consistently delivering results far above analyst expectations. Earnings | Earnings surprise stays above 10% in at least 3 of the next 4 quarters, sustaining the strong beat pattern. | →Stable |
| CounterThe 653% beat in the most recent quarter may reflect a non-recurring item that dramatically inflated the average; stripping the outlier the underlying beat average is more modest at roughly 28%, which is still strong but less exceptional. | ||
Short interest stands at 19% of the float with a short squeeze setup identified in the risk notes — meaning a significant portion of the float is bet against the stock, creating potential for a sharp upward price move if positive news catalyzes covering. Risk breakdown | Short interest falls below 12% within 6 months as continued earnings beats reduce the bear thesis viability. | →Stable |
| CounterHigh short interest is often justified by fundamental concerns; in Teradata's case, the 19% short interest may reflect well-informed views on competitive threats in the data warehousing market from cloud-native competitors. | ||
Teradata generates a return on equity of 118% — placing it in the top percentile of peers on capital efficiency — alongside 25% net margins and a strong Piotroski financial health score of 7 out of 9, demonstrating a high-quality business delivering significant shareholder value.
→Stable- Expectation
- Return on equity stays above 80% and net margins remain above 20% over the next four reported quarters.
CounterExtremely high return on equity can sometimes reflect a leveraged capital structure rather than pure business quality; the single-source component supplier concentration risk flagged in the 10-K annual filing could disrupt operations and compress margins.
Teradata beat consensus earnings estimates in all four of the last four quarters, with an average positive surprise of 184% — driven in part by a 653% beat in the most recent May 2026 quarter — signaling that the company is consistently delivering results far above analyst expectations.
→Stable- Expectation
- Earnings surprise stays above 10% in at least 3 of the next 4 quarters, sustaining the strong beat pattern.
CounterThe 653% beat in the most recent quarter may reflect a non-recurring item that dramatically inflated the average; stripping the outlier the underlying beat average is more modest at roughly 28%, which is still strong but less exceptional.
Short interest stands at 19% of the float with a short squeeze setup identified in the risk notes — meaning a significant portion of the float is bet against the stock, creating potential for a sharp upward price move if positive news catalyzes covering.
→Stable- Expectation
- Short interest falls below 12% within 6 months as continued earnings beats reduce the bear thesis viability.
CounterHigh short interest is often justified by fundamental concerns; in Teradata's case, the 19% short interest may reflect well-informed views on competitive threats in the data warehousing market from cloud-native competitors.
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At $33.62, the stock is trading above the take-profit resistance level of $36.12 on a near-term basis, with the price-to-analyst-target upside measured at only 7.4% — the risk-to-reward ratio of 1.79 suggests limited room for new entry without a pullback.
→Stable- Expectation
- Price pulls back to the entry target of $32.10 or lower, creating a risk-to-reward ratio greater than 2.0 for new buyers.
CounterStrong earnings beats and improving news sentiment could attract buyers despite the limited analyst-target upside; a target upgrade from even one analyst would reset the upside calculation.
→ Full pillar scorecard with all 4 pillars + per-dimension breakdown
When this thesis breaks
Falsifiable conditions per pillar — any one trip warrants review independent of price action. Engine-derived; not personalized advice.
Falsifying conditions — when triggered, the corresponding pillar's thesis is invalidated.
- P1Teradata generates a return on equity of 118% — placing it in the top percentile of peers on capital efficiency — alongside 25% net margins and a strong Piotroski financial health score of 7 out of 9, demonstrating a high-quality business delivering significant shareholder value.
Trip ifReturn on equity drops below 50%, more than 68 percentage points below the current 118%, indicating significant capital efficiency deterioration.
- P2Teradata beat consensus earnings estimates in all four of the last four quarters, with an average positive surprise of 184% — driven in part by a 653% beat in the most recent May 2026 quarter — signaling that the company is consistently delivering results far above analyst expectations.
Trip ifEarnings surprise falls below 0% in at least 3 of the next 4 quarters, ending the beat streak.
- P3Short interest stands at 19% of the float with a short squeeze setup identified in the risk notes — meaning a significant portion of the float is bet against the stock, creating potential for a sharp upward price move if positive news catalyzes covering.
Trip ifShort interest rises above 25% of the float, more than 6 percentage points above the current 19%, indicating increased bearish conviction.
- P4At $33.62, the stock is trading above the take-profit resistance level of $36.12 on a near-term basis, with the price-to-analyst-target upside measured at only 7.4% — the risk-to-reward ratio of 1.79 suggests limited room for new entry without a pullback.
Trip ifStock price rises above $40, more than 19% above the current $33.62, without a corresponding analyst target increase above $44.
How the engine reached this verdict
TrendMatrix's engine output for Teradata Corporation (TDC) is STRONG_BUY_WAIT with medium conviction, score 5.7/10 at $31.35. The engine flags WAIT: the structural case holds but the entry-asymmetry math improves at lower prices.
The engine's suggested entry zone is $30.99, currently 1.2% above entry. Target $36.12, stop $28.23, asymmetric R:R 2.31. The WAIT designation reflects entry-discipline framing — chasing into the current zone compresses asymmetry, which is why the engine separates WAIT from NOW. The engine's sizing output: 0.5% of portfolio at this asymmetry level (medium-conviction tier).
On the bull side: Strong earnings beat streak (4/4); High-quality business; Attractive valuation. On the bear side: Concentration risk — Supplier: single-source components; Analyst target reached - limited upside remaining. Active engine warnings: V8: Target reached (-3.3% upside), V9 Gate Failed: ASYMMETRY:-0.4=NEGATIVE.
BUY_NOW requires reward-to-risk (NEGATIVE) to clear OR price pulling back to the entry zone of $30.99 with asymmetry crossing 2.5. The verdict flips to HOLD if overall score deteriorates by ~0.7 from sentiment or technical drift.
For the full 10-dimension breakdown + V9 gate detail: Why TrendMatrix rates TDC — 10-dimension breakdown →
Bull case
- ▸Strong earnings beat streak (4/4)
- ▸High-quality business
- ▸Attractive valuation
Bear case
- ▸Concentration risk — Supplier: single-source components
- ▸Analyst target reached - limited upside remaining