Key Takeaways (1-minute version)
- WRBY reduces the “risk of getting it wrong” when buying eyewear by designing the end-to-end experience across online × stores × eye exams—and then monetizes that experience advantage through higher conversion and repeat purchases.
- WRBY’s core revenue drivers are prescription eyewear (frames + lenses) and sunglasses, while contacts and eye exams help create more reasons to return and improve Growth Quality.
- WRBY’s long-term thesis is to expand customer touchpoints via store growth and partnerships (Target), standardize experience quality to improve monetization, and ultimately plug into the next form-factor wave through Google-partnered AI smart glasses.
- WRBY’s key risks are that, because differentiation is rooted in experience quality, slippage in delivery times, support, or quality can quickly push the business into price shopping; and that Target dependence and volatility during supply-chain transitions can directly degrade the customer experience.
- The variables investors should track most closely include, beyond sustained revenue growth: transparency into delivery times and order status, first-contact resolution in support, trends in remakes/returns, whether experience quality erodes as partnerships scale, and whether profitability can stabilize from near-zero levels.
* This report is prepared based on data as of 2026-01-08.
1. The simple version: What does WRBY do, and how does it make money?
Warby Parker is, in plain terms, “a company that rebuilt the eyewear-buying experience to make it easier to understand and easier to purchase—both online and in stores.” Eyewear is a category where it’s easy to make a costly mistake because of all the uncertainty—“Will it look good on me?”, “Will the size fit?”, “Is the prescription correct?” WRBY’s value proposition is built around reducing those anxieties (frictions) by intentionally designing the customer journey to remove them.
Who are the customers (who does it create value for)?
- Individuals who need prescription glasses or sunglasses
- Contact lens users
- People who need eye exams and prescriptions
Where can you buy (channels)?
- Company-owned stores
- Company-owned online
- Shop-in-shop locations inside Target stores as an additional entry point (launching and expanding)
What does it sell (products/services)?
- Current pillars: prescription eyewear (frames + lenses), sunglasses, and in-store try-on/fitting and other assisted selling experiences
- Pillars it wants to expand: contact lenses and vision/eye exam services (primarily store-based)
Eyewear is typically a low-frequency replacement category, but contacts and exams create more “reasons to come back,” which can help smooth and stabilize revenue over time.
How does it make money (revenue model)?
The revenue engine is straightforward retail. Sales build as customers buy glasses, sunglasses, and contacts, and book eye exams when needed. Conceptually, the model aims to increase revenue per customer and increase repeat behavior by bundling not just frames, but lenses, exams, and contacts. And as the store base expands, customers get more confidence from being able to try on products in person—creating a setup where conversion can be easier than in a purely online model.
Future direction: AI and smart glasses
As a potential future growth pillar, WRBY has indicated a plan to launch AI smart glasses in 2026 in partnership with Google. The roles are clearly delineated: WRBY brings expertise in “designing, manufacturing, selling, and supporting prescription eyewear,” while Google brings “AI and software.”
At the same time, AI is framed not only as a new product initiative, but also as an internal lever to strengthen the core business experience—improving recommendation accuracy, reducing purchase friction, and tightening the handoff between stores and online.
2. The long-term “pattern” in the data: Growth is real, but profitability is still developing
In Peter Lynch-style long-term investing, a key step is identifying “what kind of company this is” by its growth and earnings pattern. WRBY doesn’t fit neatly into a classic bucket: revenue is growing, but profits and ROE have not been consistently stable over time.
Revenue: Still looks like a growth phase
Annual (FY) revenue rose from $370 million in FY2019 to $771 million in FY2024, a 5-year CAGR of +15.8%. That’s consistent with a company scaling through store expansion and rising brand awareness.
EPS: Losses are narrowing, but full-year profitability isn’t yet durable
EPS (FY) improved from -0.52 in FY2019 to -0.17 in FY2024, meaning losses have narrowed. However, because EPS remains negative, EPS CAGR over this period is difficult to interpret (cannot be calculated).
Free cash flow (FCF): Clear improvement, but not a smooth, steady line
FCF (FY) has swung between positive and negative, with sizable negatives in FY2021–FY2022, followed by a recovery to positive in FY2023–FY2024. FY2024 FCF margin is +4.5%. Because the sign flips, FCF CAGR cannot be calculated, but the overall shape is “growth that includes a recovery phase.”
ROE and margins: Better, but not yet a mature profitability profile
ROE (FY) has remained negative over the long run, but improved to -6.0% in FY2024. Profitability has also improved meaningfully, with net margin moving from -15.5% in FY2019 to -2.6% in FY2024. That said, operating margin is still negative at -3.9% in FY2024, and durable annual profitability has not been established.
Dilution (share count): A potential headwind to per-share progress
Shares outstanding increased from roughly 111 million in FY2019 to roughly 120 million in FY2024. Even if revenue scales, dilution can slow the pace of EPS improvement, making this an important factor when evaluating capital allocation.
3. Through Lynch’s six categories: Closest fit is “early-stage growth + still in monetization (pre-turnaround)”
On a strict, mechanical read, WRBY doesn’t cleanly qualify for any of Lynch’s six categories. In practice, the closest fit is a hybrid of early-stage growth + still in monetization (including pre-turnaround), in the sense that “revenue growth looks like a growth stock, but the profit pattern hasn’t fully taken shape.”
Why it cannot fully qualify as a Fast Grower (data basis)
- 5-year revenue CAGR is +15.8%, close to a growth-stock benchmark
- ROE (latest FY) is -6.0%, not meeting a high-ROE condition
- EPS (FY) remains negative from FY2019 to FY2024, so stable profit growth has not been established
Why it is not a Stalwart
- ROE (latest FY) is -6.0%
- Net income (FY2024) is negative, so stable profitability has not been established
- Operating margin (FY2024) is -3.9%, and sustained positive territory has not been confirmed
It has some Turnaround characteristics, but not enough to call it complete
- Net margin narrowed from -26.7% in FY2021 to -2.6% in FY2024
- FCF recovered from -$81 million in FY2021 to +$35 million in FY2024
- However, EPS (FY) is still -0.17 in FY2024, so profitability has not yet been achieved
Why it is difficult to classify as Cyclical / Asset Play / Slow Grower
- Cyclical: Revenue increased consistently from FY2019 to FY2024, and repeated peaks and troughs are not the primary pattern
- Asset Play: PBR is approximately 8.57x, which is inconsistent with an asset-undervaluation profile
- Slow Grower: Revenue growth is +15.8%, not low growth, and dividends are difficult to confirm in the latest TTM
4. Is the “pattern” still intact in the near term (TTM / latest 8 quarters)?: Revenue is solid, profits are unstable
This matters directly for an investment decision. The question is whether the long-term pattern—“growth is there, but monetization is still underway”—has held over the past year.
Latest TTM: Snapshot of growth and profitability
- Revenue growth (TTM YoY): +14.6% (growth continues)
- FCF (TTM): approximately $37.79 million, FCF growth (TTM YoY): +15.9%, FCF margin (TTM): 4.44%
- EPS (TTM): $0.0057, EPS growth (TTM YoY): -102.1%
Double-digit revenue growth remains consistent with the long-term picture. On the other hand, even though EPS is barely positive on a TTM basis, the YoY growth rate is sharply negative. That also reflects a mechanical constraint: when TTM EPS is as tiny as $0.0057, even small profit swings can make the growth rate look extreme.
Why the momentum assessment becomes “decelerating”
In the latest TTM, revenue and FCF are supportive. But because the most important profit momentum indicator (EPS) has worsened versus the prior year, the overall momentum read shifts to Decelerating. Revenue also looks modestly below the longer-term average, with TTM YoY at +14.6% versus the FY 5-year CAGR of +15.8%.
Also note that operating margin can look different depending on whether you’re viewing FY or TTM (FY may remain negative while a quarterly roll-up can briefly show positive territory). That’s a measurement effect rather than a true contradiction. The safer framing is: “there are signs of improvement, but annual durability remains unproven.”
Short-term (last 2 years) direction: Improving, but unstable because the base is near zero
Over the last 2 years (roughly 8 quarters), the relationship among revenue, profit, and FCF suggests an “up-and-to-the-right” direction. However, because the endpoint is effectively near zero at TTM EPS of $0.0057, it’s easy for a small deterioration to push results back into negative territory—while a small improvement can suddenly make growth rates look far better.
5. Financial health: Net-cash leaning, but interest coverage is constrained by thin profitability
When assessing bankruptcy risk, it’s not enough to look at debt levels alone. You also need to consider the “cash cushion” alongside the “ability to cover interest.”
- Debt ratio (debt to equity): approximately 0.66x (not an extremely high level)
- Net Debt / EBITDA (latest FY): -1.83x (negative, indicating a net-cash-leaning position)
- Short-term liquidity: a cash-ratio-related metric is approximately 1.95, relatively ample
- Watch item: metrics indicating interest coverage have been negative in some periods, making it difficult to say profitability is stable and strong
Overall, WRBY doesn’t look like a company “levering up to force growth,” and near-term liquidity stress doesn’t appear to be the central issue. That said, when profitability is thin, fixed costs (stores, headcount, systems) and cost shocks can hit harder—and that can also show up in interest coverage. That risk remains relevant.
6. Dividends and capital allocation: Best viewed as “reinvestment and flexibility,” not income
For WRBY, key dividend-related figures could not be obtained in the latest TTM, so at minimum it cannot be definitively described as “a stock currently paying dividends.” In prior annual periods, there are years where dividend payments are observed, but consecutive dividend years are 2 and consecutive dividend growth years are 1—hardly a long track record.
As a result, investors should focus less on dividends and more on reinvestment into growth (store expansion and service expansion), preserving financial flexibility, and the consistency of capital allocation—including dilution.
- FCF (TTM): approximately $37.79 million, FCF margin (TTM): approximately 4.44%, FCF yield (TTM): approximately 1.54%
- FY2024: operating CF approximately $98.74 million, capex approximately $64.03 million, FCF approximately $34.71 million, FCF margin approximately 4.5%
There are periods where FCF stays positive even while the company continues to invest. But there have also been negative years, which makes this meaningfully different from the capital allocation profile of a mature dividend payer.
7. Valuation versus its own history: Six-metric snapshot
Here we’re not benchmarking against the market or peers. Instead, we’re placing WRBY within its own historical data. Because profitability is unstable and TTM EPS is extremely small, it’s reasonable to assume that range-based assessments for PER and PEG are difficult to construct.
PEG (TTM): -39.94 (but range comparison is difficult)
PEG is negative because TTM EPS growth (YoY -102.1%) is negative. Because a historical comparison range can’t be built and the last-2-year direction is also hard to interpret, the practical approach here is to treat it as “a PEG observed during a period of negative growth.”
PER (TTM): 4,078.95x (reference only due to tiny EPS)
With TTM EPS as small as $0.0057, PER mechanically screens as extraordinarily high. A historical range can’t be constructed and the last-2-year direction is also difficult to judge, so this is a metric that can be easily misread if you apply mature-company PER heuristics without adjustment.
Free cash flow yield (TTM): 1.54%
The typical FCF yield range over the past 5 years (20–80%) is -2.41% to +1.56%, and the current 1.54% sits near the high end of that 5-year range (roughly top quartile). Over the last 2 years, the series has been volatile, and it’s also worth noting that the most recent window includes periods of decline.
ROE (latest FY): -6.0% (a “positive outlier” versus the past 5- and 10-year history)
ROE is still negative, but it stands out positively versus the upper end of the typical range over the past 5 and 10 years, putting it at a historically improved level. In the quarterly series over the last 2 years, it can also appear to briefly touch positive territory, so it’s important to recognize the improving direction while separating that from the question of annual durability (differences driven by how the period is measured).
FCF margin (TTM): 4.44% (above the historical range, but short-term volatility remains)
This exceeds the upper bound of the typical range over the past 5 and 10 years, placing it at a historically elevated level. At the same time, depending on how quarters roll up, there can be periods where it temporarily turns negative—suggesting this isn’t a business where “high levels persist smoothly every period.”
Net Debt / EBITDA (latest FY): -1.83x (net-cash leaning, but cannot be range-evaluated)
Net Debt / EBITDA works as an inverse indicator: the lower the value (the more negative), the more cash and the greater the financial flexibility. The latest FY is -1.83x, indicating a net-cash-leaning position. But because typical ranges over the past 5 and 10 years cannot be constructed, it isn’t possible to say “where it sits within the historical range.” Factually, the trend shows a move from positive territory to negative territory over the last 2 years.
8. Cash flow quality: How to interpret the “gap” between EPS and FCF
For a growth company, alignment between EPS and FCF is an important quality check. For WRBY, EPS remains negative on an FY basis, while FCF is positive in some periods, including TTM and the latest FY.
This mix suggests that even when accounting profits are thin and unstable, there are now periods where the business is retaining cash while still investing (stores and experience improvements). On the other hand, there have been years with materially negative FCF, and even on a quarterly basis the FCF margin can temporarily dip below zero. At this stage, it’s still hard to conclude that “cash generation is now consistently durable.”
9. Why WRBY has been winning: It’s “experience design,” not the frames
WRBY’s winning formula isn’t primarily about the frame product itself. It’s about making the cumbersome, mistake-prone journey—from exams to lens selection to pickup—more intuitive by combining online × stores.
- It offers both online and stores, making it easier to match different lifestyles
- It can bundle elements that reduce failure risk, such as try-on, fitting, and exams
- It is approachable through branding that shifts the experience from “medical-like shopping” to “everyday shopping”
While the online share of the eyewear market is rising, the in-store experience still matters—leaving room for this “best of both worlds” approach to continue working.
10. Is the story still intact?: Recent moves and narrative consistency
Recent initiatives—store expansion, Target shop-in-shop, expanding exams and contacts, AI-driven experience improvements, and Google-partnered smart glasses—are fundamentally extensions of the same core story: WRBY as “the company that redesigns the experience.” For narrative coherence, it also matters that smart glasses are framed less as a non-adjacent leap and more as a natural extension of the eyewear form factor.
That said, the narrative can wobble. As growth drives more orders, exams, and production volume, if operations can’t keep pace, the experience can bottleneck into “delays,” “poor communication,” and “inconsistent support quality.” There are periods when that framing becomes more prominent in community discussion as a broader pattern.
A “protect the price” strategy and cost pressure
The company describes an approach where it holds the core price band steady while lifting average selling price on the premium end (options, higher-end lenses). Alongside that, it has noted that cost factors such as tariffs can pressure gross margin—implying a structure where the more it protects price simplicity, the more pressure can build internally (COGS, supply, operations).
Supply-chain reconfiguration is a strengthening move—and also a transition risk
Efforts to reduce dependence on China and diversify sourcing can, over time, improve cost resilience and supply stability. However, during the transition, quality, lead times, and inventory balance can become more volatile—and that volatility can flow directly into the customer experience. This also ties to short-term volatility (for example, volatility in CF margin).
11. Quiet structural risks: What can break even when the surface looks fine
Because WRBY is an experience-led brand, it has a structural vulnerability: when something starts to break, it often shows up first as a degraded customer experience before it shows up in the financials. This section is not claiming it is “broken now,” but lays out the weak points that typically surface first when it does.
- Dependence on partner-driven traffic: As Target rollout progresses, new customer acquisition can strengthen, but economics could be destabilized by changes in terms (traffic flow, fees, operating rules)
- The moment the experience breaks, it gets pulled into price competition: Because differentiation is in experience rather than lowest price, damage to delivery times, support, or quality can push customers into price comparison
- Loss of experience consistency: Variability in operating quality (slow issue resolution, insufficient delay explanations, etc.) can be perceived as “brand quality”
- Translation problem in supply-chain transition: Volatility from sourcing changes can directly translate into customer experience via stockouts, lead times, and substitution handling
- Organizational culture and frontline fatigue: Stores, exams, production, shipping, and support are linked, so strain in one area can propagate to the overall experience
- “Improving yet unstable” profitability problem: If the footing is not fully established during improvement, experience-maintenance costs and profitability improvement can become a trade-off
- The financial burden issue is less “debt” and more “thin profits”: Even with a net-cash-leaning position, thin profits amplify the impact of fixed costs and cost shocks
- Industry mix shifts: A savings mindset can show up as reduced lens options, longer replacement cycles, and accelerated price comparison for contacts, potentially pressuring revenue per customer and gross margin mix
12. Competitive landscape: WRBY plays the “experience middle,” not “cheapest” or “largest”
WRBY operates in a market where eyewear retail and vision care (exams, prescriptions, lenses) are tightly linked. Structurally, the competitive set forms a triangle: low-price online players, large chains with insurance/exam funnels and dense store networks, and a middle group that balances brand × experience × price.
Key competitors (names that are often compared)
- EssilorLuxottica ecosystem (LensCrafters, Sunglass Hut, etc.): can more easily internalize store networks, brands, lens supply, and insurance funnels
- National Vision (America’s Best, Eyeglass World, etc.): bundles exams + glasses at low prices
- Zenni Optical: a representative low-price online player that pressures on price and selection
- EyeBuyDirect: broad online price range, with moves to integrate insurance coverage into online purchases
- Meta (Ray-Ban Meta, etc.): expands the “device worn on the face” domain in the smart-glasses context
- Google/Android XR camp: the party that holds initiative on the OS/AI side and builds the ecosystem (WRBY is also on the alliance side)
Competitive axis (operations more than product)
Because WRBY’s differentiation is experience quality, the real competition is less about “price” and more about consistent delivery times, support, and prescription quality. The Target format adds new touchpoints, but sustaining experience value depends on whether it can be run at quality comparable to company-owned stores.
13. Moat (sources of competitive advantage) and durability: A bundle of brand × experience × operations
WRBY’s moat is best understood not as something tightly protected by patents or network effects, but as a bundled advantage built from the following elements.
- Brand: establishes the baseline confidence that customers can buy without fear
- Experience design: lowers the odds of a bad outcome by connecting online × stores × exams × prescription support × aftercare
- Operations: standardizes delivery times, quality, and support to reduce variability
This moat can strengthen as it compounds, but it can also take time to rebuild once the experience becomes congested or degraded. Switching costs are relatively low in a strict sense, but the smoother the path from exam → purchase → adjustment → remake, the more likely customers are to say, “I’ll just go back there next time.” And by routing repeat purchases like contacts through the same funnel, practical barriers can form. Conversely, delays and inconsistent support work to erode those barriers.
14. Structural position in the AI era: Can WRBY win as an “implementer,” not “infrastructure”?
WRBY is positioned less as the owner of AI infrastructure (OS or models) and more as the implementer that increases value by embedding AI into customer experiences and new products—grounded in the real-world workflow of a necessity category: vision correction (stores, exams, prescription support).
Areas where AI could be a tailwind
- Efficiency gains in standardized tasks such as customer inquiries (potential for cost reduction and faster response)
- Reducing “indecision” through recommendations and funnel optimization
- Reducing experience congestion through optimization of lead times, inventory, and production (a business model with substantial room for improvement)
Areas where AI could be a headwind (substitution / control risk)
Because competitors can also use AI to improve parts of the online purchasing funnel, differentiation based purely on online usability may narrow. And in smart glasses, control over the OS and AI tends to concentrate with large platforms—creating a structural risk that WRBY could converge into “hardware and sales” with a thinner share of the value pool. Partnerships can help, but it’s important to keep in mind that initiative sits outside WRBY.
Layer view: Not the OS, but the application layer (experience implementation)
The primary battlefield today is consumer experience and omnichannel execution (the application layer). Even in smart glasses, the OS layer is likely to sit with Google, while WRBY’s role is more likely to center on design, sales, prescription support, and the physical retail experience.
15. Leadership and culture: In an experience business, culture shows up in the numbers
WRBY’s co-CEOs (Neil Blumenthal / Dave Gilboa) can be characterized as leaders who put the redesign of the eyewear-buying and vision-care experience at the center of the strategy, while also consistently communicating a long-term commitment to improving profits and cash flow.
Co-CEO characteristics (four axes of the persona)
- Vision: connect from experience design that reduces purchase friction to the next form factor (AI-era eyewear)
- Personality tendency: a narrative style that favors cautious, controlled expansion, with strong articulation of product and experience
- Values: sustainable growth; use technology for experience and productivity
- Priorities: emphasize improving experience quality and building a long-term profit structure, and tend to avoid operations that wear down the experience and organization for short-term numbers
What tends to show up as culture (persona → culture → decision-making → strategy)
Because experience quality sits at the center of the moat, the causal chain can be summarized as follows: an obsession with standardization and repeatability, using technology to relieve frontline bottlenecks, and controlling the pace of store openings tend to show up in culture and decision-making.
Generalized employee patterns (structure, not assertion)
- Positive: an atmosphere that values brand and customer experience; mission orientation
- Negative: frontline burden can rise in growth phases; friction can emerge alongside standardization and operational changes
Governance watch item: CFO departure and interim structure
In 2025, the company announced the CFO’s departure and indicated an interim structure in which co-CEO Dave Gilboa temporarily also serves as the finance lead. This is not something that must be labeled negative on its face, but for long-term investors it naturally increases the need to monitor successor hiring (quality and speed) and the continuity of financial discipline.
16. The “two-minute full picture” for investors: How to understand and track WRBY
WRBY is less an eyewear retailer and more an “experience design company” that reduces the probability of failure in vision-care shopping. Revenue has grown at an annual rate around the +15% range, but the profit pattern has not yet solidified: FY results remain loss-making, and even on a TTM basis EPS is near zero and unstable. The long-term investment question, therefore, isn’t just “can it keep growing,” but whether it can stabilize profitability and cash generation while maintaining experience quality (delivery times, support, quality).
Target shop-in-shop expands the top of the funnel by adding new entry points, but it also raises the bar for operational standardization and introduces the less visible fragility of partner dependence. AI has the potential to reduce operational congestion, while smart glasses also come with a structure where platform players can hold the initiative. For that reason, a more Lynch-like, disciplined approach is to track progress in unglamorous operating metrics and profitability stabilization—not just the headline narrative.
17. Framing it as a KPI tree: Value drivers and the bottlenecks to watch
The causal drivers of WRBY’s enterprise value can be summarized as follows.
Final outcomes (Outcome)
- Sustained expansion of revenue
- Stabilization of profits (including loss narrowing through durable profitability)
- Stabilization of cash generation (generating cash while continuing to invest)
- Improvement in capital efficiency (a structure that improves as monetization progresses)
Intermediate KPIs (Value Drivers)
- Designing reasons to return (improving Growth Quality through contacts and exams)
- Maintaining gross margin (withstanding cost and mix pressure while preserving price simplicity)
- Consistency of experience quality (delivery times, support, quality)
- Operational efficiency (smooth linkage across production, shipping, stores, and support)
- Balance of investment and payback (whether store openings and partnership expansion end as fixed-cost increases)
- Financial flexibility (short-term liquidity and low effective debt pressure)
Bottleneck hypotheses (Monitoring Points)
- Whether visibility into delivery times and progress is improving (delay rate, quality of communication when delays occur)
- Whether support is structured to resolve issues on first contact (time to resolution, whether customers are bounced around)
- Whether prescription and lens quality stability is improving (changes in remakes/returns)
- Whether store expansion and Target expansion are increasing variability in operating quality
- Whether exam scheduling and the exam → purchase handoff are creating friction
- Whether repeat purchases such as contacts are functioning as reasons to return
- Whether supply-chain reconfiguration is showing up on the experience side as stockouts, lead times, or quality issues
- Whether, in smart glasses, WRBY can hold “experience initiative” including prescription support and post-sale support
Example questions to go deeper with AI
- Among WRBY’s “delays, quality, and support,” identify which bottleneck most undermines experience value by breaking it down into production (lab), shipping, store operations, inventory, and inquiry funnels.
- Build a framework to compare, using the same KPIs (lead times, returns, support resolution rate, etc.), the potential for improved acquisition efficiency from expanding Target shop-in-shop versus the risks of reduced operating flexibility and increased experience variability.
- Explain causally, based on business-model characteristics, where impacts are most likely to appear during the transition period of diversifying sourcing to reduce China dependence—stockouts, lead times, remake rates, or gross margin.
- In a situation where WRBY’s profits are unstable near zero, organize the common misinterpretations when using PER or PEG, and how to read alternative metrics that should be emphasized instead (FCF margin, ROE, Net Debt/EBITDA, etc.).
- For the Google-partnered AI smart glasses planned for 2026, specify what kinds of control WRBY needs in prescription support, aftercare, and the in-store experience to avoid the risk of converging into “hardware and sales” with a thinner share of value.
Important Notes and Disclaimer
This report is prepared for the purpose of providing
general information based on publicly available information and databases,
and does not recommend the buying, selling, or holding of any specific security.
The contents of this report use information available at the time of writing,
but do not guarantee accuracy, completeness, or timeliness.
Because market conditions and company information are constantly changing, the content may differ from the current situation.
The investment frameworks and perspectives referenced here (e.g., story analysis, interpretations of competitive advantage, etc.)
are an independent reconstruction based on general investment concepts and public information,
and are not official views of any company, organization, or researcher.
Please make investment decisions at your own responsibility,
and consult a registered financial instruments firm or a professional as necessary.
DDI and the author assume no responsibility whatsoever for any losses or damages
arising from the use of this report.