17 Education & Technology Group Inc. (YQ) — RQD Stock Rating Cockpit

Per the Roarable RQD rating, YQ scores 42 out of 100, grade D-, labeled "Roarable Sell — Vulnerable Balance Sheet & Flow." The fundamental cash engine pillar scores 12 of 20 (ROIC -35%; FCF yield 14.97%), which is the strongest pillar but still reflects a business generating deeply negative returns on invested capital despite a positive free-cash-flow yield. The whale 13F flow pillar scores 4 of 20, indicating weak institutional accumulation and options positioning. The insider conviction pillar scores 9 of 20 for SEC Form 4 and Congressional PTR cluster flow. The macro regime fit pillar scores 9 of 20 (Beta 1.0; sector sensitivity). The forensic balance sheet pillar scores 8 of 20 (Altman Z 2.5; Piotroski F 6/9; Debt/Equity 0.5).

For a prospective investor evaluating the stock today, the upside drivers in this data are the positive FCF yield and the reported cash balance relative to the market capitalization, both of which provide some cushion. The valuation tradeoff is that the market capitalization of $29.1M sits against operating margin of -60% and ROIC of -35%, meaning the equity is priced without visible earnings support in the source data. Flow indicators are weak, and the stock closed at a -9.15% change on the snapshot date, so the near-term signal set is negative. This section is analytical and educational, not personalized financial advice.

Per the profile, 17 Education & Technology Group Inc. is a NASDAQ-listed issuer classified under the Real Estate sector and the Other Consumer Services industry. Per the market data, the company reports a gross margin of 47.7%. The source data does not describe the specific products or services sold, the customer base, or the revenue model beyond the reported financial lines.

Per the market data, operating margin and net margin are each -60%, and ROIC is -35%. Per the Roarable RQD rating, the forensic balance sheet pillar cites an Altman Z-Score of 2.5, a Piotroski F-Score of 6/9, and Debt/Equity of 0.5. Reported revenue declined from $24.1M in FY 2023 to $25.9M in FY 2024 and then to $15.2M in FY 2025, while FY 2025 free cash flow turned positive at $4.4M.

Per the recent news feed, six market-wire items reference YQ with a YELLOW light and MARKET WIRE impact label. These include a TradingView estimates report, a Yahoo! Finance Canada seasonal returns chart, a Benzinga consumer discretionary pre-market mention, a Yahoo Finance item on Asian equities traded as ADRs, a Syfe stock price and news page, and a TradingKey top U.S. stock losers list. The headlines describe market action and reference institutional positioning and fundamental catalysts in general terms, without specific event details in the source data. The TradingKey listing is consistent with the -9.15% change in the market data. Per the butterfly supply-chain graph, the supply chain is recorded as NONE, with no butterfly links and no proprietary signals.

Per the Butterfly Supply-Chain Graph, the supply_chain field is NONE, butterfly_links is empty, and proprietary_signals is empty. The source data therefore does not identify upstream suppliers, downstream customers, or sector correlations for YQ. Within the sector classification provided, the only ripple signal available is the Beta of 1.0 in the market data, which indicates the stock has moved in line with the broader market over the measured window. A prospective investor should watch for any future supply-chain disclosure, since the absence of mapped dependencies leaves second-order exposure unresolved.

• What are the specific products, services, and customer segments behind the reported revenue decline from $25.9M in FY 2024 to $15.2M in FY 2025?
• Why are EPS, debt, and certain FY 2024 and FY 2023 cash figures recorded as N/A or not available, and what are the reported debt obligations?
• What is the basis of the reported FCF yield of 14.97% given that net income and operating income are both negative across the periods shown?
• What drove the -9.15% price change on the snapshot date, and do the cited news items identify a specific event?
• How are the 13F, insider, and Congressional flow signals scored in the RQD pillars, given that the holders section is recorded as NONE?