SHOP Case Study: Reached MONITOR in R29 after a long-standing data gap was closed
Shopify Inc. (SHOP) appeared as a MONITOR signal on 1 trading days, but never reached OPPORTUNITY. Peak combined score: 50/100 (needs 71 for OPPORTUNITY).
never reached OPPORTUNITY
needs 71 for OPPORTUNITY
fundamentals
timing signals
- Peak Score
- 50/100 on 2017-08-01 at $10.41
- Pipeline Result
- Reached MONITOR but never OPPORTUNITY (needs 70)
- Price Buckets
- 🚀 Growth ($5–$20) · ⚖️ Momentum ($20–$100)
About Shopify Inc.
Shopify provides a commerce platform that enables merchants of all sizes to sell online, in-store, and everywhere in between. From small businesses to enterprise brands, Shopify powers millions of stores across 175+ countries with tools for payments, shipping, marketing, and customer engagement.
The Story
Shopify passed our Stage 1 and Stage 2 technical filters on 459 trading days across the 14-year backtest window. In previous scoring rounds, it never scored high enough for even a MONITOR signal in Stage 3, not because the technical momentum was weak, but because a data gap made Shopify's fundamentals completely invisible to the system. Shopify files under Canadian MJDS rules, using a 40-F annual form rather than the standard 10-K that US companies file. Our fundamental data reader was previously filtered to domestic filing types only. That gap left the majority of Shopify's quality score structurally unreachable: technical trend signals still fired, but every profitability and balance sheet signal returned zero. In R29, we added support for 40-F (Canadian MJDS) filings, closing that gap. With the fix in place, Shopify's backtest peak score on August 1, 2017, when the stock traded at $10.41 (split-adjusted), reached exactly 50 out of 100: the MONITOR threshold. An important nuance: in 2017, Shopify was a hypergrowth company that was not yet consistently profitable and carried significant debt relative to equity. Even with the 40-F data now readable, the most heavily weighted profitability-based quality signals may not fire for that era. The peak score of 50 reflects exceptional entry timing and the full technology sector bonus, with quality still constrained by Shopify's early-stage financials.
SHOP Around Its Peak Score
Aug '17 · Peak combined score 50/100
Why SHOP Was Missed
SHOP had strong price momentum but failed our fundamental quality checks. Here's the scoring breakdown on its best day.
Quality Score: 27/60
4 of 9 quality signals fired. Technical trend quality signals fired. With R29's 40-F support, fundamentals are now readable, but Shopify's 2017 hypergrowth financials limit the profitability-based quality signals.
Entry Score: 13/20
3 of 7 entry signals fired. Strong entry timing on peak day; key crossover and volume signals fired. Prior-round entry score was higher; R29 revised signal weights reduced it slightly.
Scores shown are approximate peak values from 14-year backtest (2012–2025). Sentiment scoring (0–10) is not included in backtests, AI news sentiment analysis is only available in live daily screening. With positive news coverage (typically +5–10 points), SHOP's peak score of 50 could have been 55–60, potentially reaching MONITOR (50). How scoring works →
What This Teaches
Shopify's case directly illustrates the impact of a data gap. Under previous scoring rounds, 40-F filers were invisible in our fundamental analysis. R29's Canadian MJDS support means Shopify now reaches MONITOR on its backtest peak day, something it would never have achieved under the old data path regardless of how strong its technical momentum was. What Shopify also shows is the distinction between a data gap and a fundamental gap. The data gap is fixed. The fundamental question, whether SHOP's 2017 financials clear our profitability-weighted quality thresholds, is more nuanced. A peak score of exactly 50 out of 100 suggests the system was right to be cautious: Shopify in its hypergrowth phase was a business with exceptional momentum and weak near-term fundamentals. The price history confirms why the quality weighting matters. After peaking at $176 in November 2021, SHOP fell to $26 by late 2022, a decline of over 85%. Chasing momentum without fundamental grounding is exactly the scenario the system is designed to sidestep.
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