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MFA Financial, Inc. (MFAO) Stock Analysis

Educational signal · not a buy or sell recommendation · How to read this

$25.32 -$0.06 (-0.24%) |CouncilBullish Lean · 59 · B
MFA Financial, Inc. (MFAO) bottom line: Bullish Lean — our Council read (59/100) and AI Score (66/100) broadly agree. Strongest signal: Ray Dalio bullish · Biggest watch-out: Ken Griffin bearish.Educational signal, not a buy or sell recommendation. Compare sector peers → · Read the method →
MCap: $933M| P/E Ratio: 6.48| Vol: 6K| 52-wk range: $24.18 – $25.75

P/E 6.48 means the share price is 6.48 times one year of earnings per share; the S&P 500 usually sits near 20-25. Market cap $933M is the value of all shares combined. Beta 0.06: the stock has moved about 94% less than the S&P 500.

Data from FMP · Methodology

For informational purposes only. Not financial advice. Machine-generated analysis by Stock Expert AI — model gemini-2.5-flash, generated Jun 14, 2026. Editorial oversight is systemic, not page-by-page. Editorially accountable: Sedat ANAK, Founder and Editor-in-Chief. Data sources: Financial Modeling Prep, Yahoo Finance, SEC EDGAR

Quick Answer

MFA Financial, Inc. (MFAO) trades at $25.32 with MoonshotScore 66/100 (Grade B+). Market cap: $933M, Sector: Real estate.

Price as of Sep 11, 2026 · Last analyzed: Jun 14, 2026
MFA Financial, Inc. is a real estate investment trust focused on leveraged investments in residential mortgage assets, including agency and non-agency mortgage-backed securities and residential whole loans. The company also operates Lima One, a mortgage origination and servicing business, diversifying its revenue streams within the real estate sector.

Analyst Coverage for MFAO: MFAO does not currently have published analyst price targets in our coverage universe. This is common for smaller-cap names with limited Wall Street coverage. In the absence of analyst consensus, our AI model evaluates MFAO against Real Estate peers across nine fundamental dimensions and assigns a mixed fundamental profile based on the underlying data.

Watch the MFAO film Every key number, told as a short cinematic story — just press play. ~2 min

These figures come from statements filed 12 months ago — the most recent this company has published.

Council Score · Weighted Average of 3 Disciplines
Bullish Lean 59/100 · B

MFAO: 1/3 scored disciplines lean bullish. Dominant signal: Ken Griffin bearish.

How is this calculated? →
Legends Council · 5 Legends + Moon AI

AI simulations built from the named investors' published principles. Not affiliated with, endorsed by, or the opinion of these individuals. How these lenses are built

Dalio-style lens (simulated)Ray Dalio
Favorable read
Griffin-style lens (simulated)Ken Griffin
Unfavorable read
Simons-style lens (simulated)Jim Simons
Neutral read
Englander-style lens (simulated)Izzy Englander
Unfavorable read
Klarman-style lens (simulated)Seth Klarman
Neutral read
Moon AI lens (model)
Favorable read
Munger's Mindset · Balance Sheet & Valuation
Financial Health
Moderate
Margin of Safety
Fairly Valued
Council Score · Weighted Average of 3 Disciplines · See tabs for details →
The lenses are modelled on the published principles of the investors named. We are not affiliated with them, they have not endorsed this, and it is not their opinion of this stock.

Why this analysis is different

  • A 9-signal quantitative MoonshotScore built from filings, insider activity, and market data — computed from the numbers, not from opinion.
  • An AI Council read across up to eight perspectives — value, macro, quantitative, and momentum lenses — that shows where they disagree instead of averaging the tension away.
  • Figures come straight from FMP and Yahoo Finance filings data. The AI writes the narrative around the numbers — it never edits the numbers.

MFA Financial, Inc. (MFAO) Real Estate Portfolio & Strategy

CEOCraig L. Knutson
Employees307
HeadquartersNew York City, MD, US
IPO Year2024

MFA Financial, Inc. is a New York-based real estate investment trust specializing in leveraged investments across residential mortgage assets, including agency and non-agency mortgage-backed securities, and residential whole loans. The company also operates Lima One, a stand-alone mortgage origination and servicing business, positioning it uniquely within the REIT - Mortgage sector.

Data Provenance | Financial Data Quantitative Analysis NYSE Analysis: Jun 14, 2026

What Is the Investment Thesis for MFAO?

AI-written as of Jun 14, 2026 — figures and tone reflect the data available then, not today's score.

MFA Financial, Inc. operates as a mortgage REIT with a dual-segment strategy, investing in residential mortgage assets while also originating and servicing loans through its Lima One segment. The company's current market capitalization stands at $933M, supported by a P/E ratio of 6.48 and a robust dividend yield of 15.29%. The company's gross margin of 61.6% and profit margin of 18.8% indicate efficient asset management and profitability within its leveraged investment model. Growth catalysts for MFA Financial, Inc. include its ability to strategically adjust its portfolio mix between agency MBS, non-agency MBS, and residential whole loans in response to evolving interest rate environments and housing market conditions. The Lima One segment provides a proprietary channel for sourcing high-quality residential whole loans, potentially offering attractive risk-adjusted returns and diversification benefits. The company's relatively low Beta of 0.06 suggests lower volatility compared to the broader market, which may appeal to investors seeking stability. However, the leveraged nature of a mortgage REIT inherently introduces interest rate sensitivity and credit risk as key considerations for potential investors.

Based on FMP financials and quantitative analysis

MFAO Key Highlights

AI-written as of Jun 14, 2026 — figures and tone reflect the data available then, not today's score.

Market Capitalization of $933M reflects the company's significant presence in the REIT - Mortgage sector.

  • A P/E ratio of 6.48 indicates a valuation that may be considered attractive relative to earnings within its industry.
  • Profit Margin of 18.8% demonstrates the company's ability to convert revenue into net income, highlighting operational efficiency.
  • Gross Margin of 61.6% signifies strong profitability at the core business level, before operating expenses.
  • A Dividend Yield of 15.29% positions MFA Financial, Inc. as a high-yield investment, characteristic of many mortgage REITs.

Who Are MFAO's Competitors?

MFAO is benchmarked below against 8 industry peers on price, market cap, and our AI MoonshotScore.

Company Price Change Market Cap MoonshotScore
CIM Chimera Investment Corporation $11.34 -1.43% $948M 415-pillar
ARI Apollo Commercial Real Estate Finance, Inc. $6.68 -1.11% $875M 685-pillar
ORC Orchid Island Capital, Inc. $6.35 -2.31% $1.10B 835-pillar
SCCG Sachem Capital Corp. $24.88 +0.32% $1.19B 375-pillar
LADR Ladder Capital Corp $9.67 -1.18% $1.23B 535-pillar
BRMK Broadmark Realty Capital Inc. $4.82 -2.63% $635M
AIC Arlington Asset Investment Corp. 6.75% SR NT 25 $24.33 +0.04% $631M
EFC Ellington Financial Inc. $13.04 -1.62% $1.64B 385-pillar

AI Score by Stock Expert AI · Price data: FMP / Yahoo Finance

What Are MFAO's Key Strengths?

Diversified investment portfolio across agency MBS, non-agency MBS, and residential whole loans.

  • Integrated mortgage origination and servicing platform (Lima One) provides proprietary asset sourcing.
  • High dividend yield (15.29%) appealing to income-focused investors.
  • Experienced management team with expertise in mortgage asset management and credit risk.
  • Relatively low Beta (0.06) suggesting lower volatility compared to the broader market.

What Are MFAO's Weaknesses?

High sensitivity to interest rate fluctuations, impacting net interest margin and asset valuations.

  • Reliance on leveraged financing, increasing financial risk during market downturns or funding squeezes.
  • Credit risk exposure inherent in non-agency MBS and residential whole loans.
  • Regulatory changes in the mortgage and REIT sectors could impact operational flexibility and profitability.

What Could Drive MFAO Stock Higher?

MFAO catalyst: Strategic portfolio rebalancing efforts in response to anticipated shifts in interest rates, aiming to optimize net interest margin and asset valuations.

  • Continued growth in the origination volume and servicing portfolio of the Lima One segment, contributing to diversified revenue streams and proprietary asset sourcing.
  • Effective management of credit risk within the non-agency MBS and residential whole loan portfolios, demonstrating resilience in varying economic conditions.
  • Potential for favorable regulatory developments or government housing initiatives that could positively impact the residential mortgage market and asset demand.
  • Successful execution of hedging strategies to mitigate interest rate risk, preserving profitability amidst market volatility.

What Are the Key Risks for MFAO?

Financial-distress signal — its Altman Z-Score of -0.00 sits in the distress zone (elevated bankruptcy risk).

  • Inconsistent delivery — missed Wall Street EPS estimates in 7 of the last 8 reported quarters.
  • Sensitivity to interest rate fluctuations, where adverse movements could compress net interest margins and negatively impact the fair value of mortgage assets.
  • Increased credit defaults on residential whole loans and non-agency MBS if housing market conditions deteriorate or economic recession occurs.
  • Liquidity risk associated with the company's reliance on short-term funding, such as repurchase agreements, which could be impacted by market disruptions.
  • Regulatory changes or increased scrutiny within the mortgage or REIT sectors, potentially leading to higher compliance costs or operational restrictions.
  • Competition from other mortgage REITs and financial institutions, which could drive down asset yields or increase funding costs.

What Are the Growth Opportunities for MFAO?

  • Expansion within the residential whole loan market presents a significant growth avenue for MFA Financial, Inc. This segment allows the company to invest in assets that may offer higher yields and more direct credit exposure compared to agency mortgage-backed securities. By leveraging the underwriting expertise of its Lima One segment, MFA Financial can selectively originate and acquire residential whole loans, tailoring its portfolio to specific risk-return profiles. This strategic focus enables the company to capitalize on ongoing demand for diverse mortgage financing solutions and potentially enhance its net interest income, contributing to long-term asset base growth and shareholder value.
  • Further development and scaling of the Lima One mortgage origination and servicing business offers substantial growth potential. By strengthening its proprietary origination channel, MFA Financial can gain greater control over the quality and characteristics of the residential whole loans it adds to its portfolio. This vertical integration reduces reliance on third-party sourcing and allows for more efficient asset acquisition. Expanding Lima One's market reach or product offerings could lead to increased origination volumes and servicing fee income, diversifying MFA Financial's revenue streams and enhancing its competitive position in the mortgage market over the coming years.
  • Strategic investment in non-agency mortgage-backed securities (MBS) represents another key growth opportunity. While carrying different risk profiles than agency MBS, non-agency securities can offer higher potential yields, particularly in periods of economic stability or improving credit conditions. MFA Financial's expertise in credit analysis and risk management is crucial for navigating this market segment effectively. By opportunistically allocating capital to attractive non-agency MBS, the company can enhance its overall portfolio yield and potentially generate stronger returns. This strategy allows for diversification away from purely agency-backed assets, leveraging market inefficiencies for incremental growth.
  • Optimizing the agency mortgage-backed securities (MBS) portfolio for yield enhancement is an ongoing growth strategy. Agency MBS, while offering lower credit risk due to government guarantees, still present opportunities for yield optimization through active management. This involves strategies such as duration management, sector allocation, and relative value trading within the agency market. MFA Financial can capitalize on market inefficiencies and changes in interest rate expectations to maximize returns from its agency holdings. Continuous refinement of this portfolio segment ensures a stable income base while allowing for strategic adjustments to prevailing market conditions, supporting consistent dividend distributions.
  • Capitalizing on evolving interest rate environments provides a dynamic growth opportunity for MFA Financial. As a mortgage REIT, the company's profitability is directly influenced by the spread between its asset yields and funding costs. Proactive management of its balance sheet, including hedging strategies and portfolio adjustments, allows MFA Financial to adapt to changes in interest rates. For instance, in a rising rate environment, the company may focus on assets with shorter durations or floating rates, while in a stable or declining rate environment, longer-duration fixed-rate assets might be preferred. This adaptability is critical for sustaining profitability and growth in the inherently interest-rate-sensitive mortgage market.

What Are MFAO's Competitive Advantages?

  • Expertise in managing a complex, leveraged portfolio of diverse residential mortgage assets, including both agency and non-agency MBS and whole loans.
  • Proprietary mortgage origination and servicing capabilities through the Lima One segment, providing direct access to loan sourcing and value chain control.
  • Established relationships and access to capital markets for efficient funding of its leveraged investment strategy.
  • Specialized analytical capabilities for credit risk assessment and interest rate risk management in the mortgage market.
  • Diversified income streams from both mortgage asset investments and mortgage origination/servicing activities.

What Does MFAO Do?

MFA Financial, Inc., founded by Stewart Zimmerman on July 24, 1997, and headquartered in New York, NY, operates as a real estate investment trust (REIT) primarily engaged in the investment, on a leveraged basis, in a diverse portfolio of residential mortgage assets. This portfolio encompasses agency mortgage-backed securities (MBS), which are guaranteed by government-sponsored enterprises, non-agency mortgage-backed securities, which carry different risk profiles and potential returns, and residential whole loans. The company's strategic approach to asset acquisition and management is designed to generate income and capital appreciation for its shareholders within the dynamic residential mortgage market. The company's operations are distinctly segmented into two primary areas: the Mortgage-Related Assets segment and the Lima One segment. The Mortgage-Related Assets segment constitutes the core investment activities, focusing on the acquisition, financing, and management of the aforementioned mortgage-backed securities and residential whole loans. This segment leverages its expertise in credit analysis and market dynamics to optimize its portfolio composition and risk-adjusted returns. The investment strategy often involves utilizing various financing structures to enhance potential yields, a common practice among mortgage REITs. Complementing its investment activities, the Lima One segment represents a stand-alone mortgage origination and servicing business. This segment provides MFA Financial, Inc. with direct access to the origination of residential whole loans, offering a vertically integrated approach to its asset base. By originating loans directly, Lima One contributes to the company's ability to source specific types of residential mortgage assets that align with its investment criteria, potentially enhancing portfolio quality and diversification. The servicing component further allows the company to manage the lifecycle of these loans, providing additional revenue streams and insights into market performance. With 348 employees, MFA Financial, Inc. maintains a focused operational structure to manage its complex portfolio and origination activities in the competitive real estate investment trust landscape.

What Products and Services Does MFAO Offer?

  • Invests in residential mortgage assets on a leveraged basis.
  • Acquires agency mortgage-backed securities (MBS) guaranteed by government-sponsored enterprises.
  • Invests in non-agency mortgage-backed securities (MBS) with varying risk-return profiles.
  • Purchases residential whole loans directly, adding to its asset portfolio.
  • Operates Lima One, a stand-alone business for mortgage origination.
  • Provides servicing for the mortgages originated by Lima One.
  • Manages a diverse portfolio of mortgage-related assets to generate income and capital appreciation.
  • Employs financial leverage to potentially enhance returns on its investments.

How Does MFAO Make Money?

  • Generates income primarily from the net interest spread between the yield on its mortgage assets and the cost of its funding.
  • Earns revenue through the origination and servicing fees from its Lima One segment.
  • Utilizes various forms of debt financing, such as repurchase agreements, to leverage its equity capital and expand its asset base.
  • Actively manages its portfolio of mortgage assets to optimize returns and manage interest rate and credit risks.
  • Distributes a significant portion of its taxable income to shareholders as dividends, consistent with its REIT structure.

What Industry Does MFAO Operate In?

MFA Financial, Inc. operates within the REIT - Mortgage industry, a specialized segment of the broader Real Estate sector. This industry is characterized by companies that primarily invest in mortgages and mortgage-backed securities, generating income from the net interest margin between their asset yields and funding costs. The market is highly sensitive to interest rate fluctuations, housing market trends, and credit cycles. Mortgage REITs like MFA Financial often employ leverage to enhance returns, which amplifies both potential gains and risks. The competitive landscape includes other mortgage REITs, traditional banks, and institutional investors, all vying for attractive mortgage assets. MFA Financial differentiates itself through its diversified portfolio of agency MBS, non-agency MBS, and residential whole loans, alongside its unique Lima One segment for direct loan origination and servicing. This integrated approach allows the company to adapt to various market conditions and potentially capture value across different parts of the mortgage ecosystem, positioning it as a significant player in the residential mortgage investment space.

Who Are MFAO's Key Customers?

  • Institutional investors and individual shareholders seeking dividend income from real estate-related investments.
  • Homeowners and real estate investors seeking mortgage financing through the Lima One segment.
  • Financial institutions and counterparties involved in the mortgage-backed securities market.
  • Borrowers seeking residential whole loans that may not fit traditional agency criteria.
Model self-rating on this text: 70% (not a measure of the evidence) Updated: Jun 14, 2026

Research confidence

Medium 45/100

Enough evidence to be useful, with gaps worth knowing about.

  • Scoring coverage unknown
  • Price is current
  • Latest filing 37 days ago
  • No analyst coverage

Why 66?

This rating comes from our nine-signal model, which produces a score but not a per-factor breakdown. The sector-relative five-pillar model, which explains its own contributions, does not cover this listing yet. How the score is built →

MoonshotScore History

Recorded daily since 2026-08-23 · 19 snapshots

2026-08-23 66
2026-08-26 66
2026-08-29 66
2026-09-01 66
2026-09-04 66
2026-09-07 66
2026-09-10 66

What changed?

The score has stayed at 66.

Over the same 18 days the stock moved +0.6%.

MFA Financial, Inc. Financial Trajectory

MFA Financial, Inc. (MFAO) reported $252.0M in revenue for Q2 FY2026, reflecting 9.9% growth compared to the prior quarter. The company recorded net income of $46.8M, with diluted EPS of $0.44. Revenue has increased across the last three reported quarters, suggesting sustained momentum for this small-cap Real Estate company. Across the four most recent quarters, MFAO averaged $0.35 in diluted EPS.

Company Profile

MFA Financial, Inc. operates in the REIT - Mortgage industry within the Real Estate sector. It is headquartered in New York City, US. The company is led by CEO Craig L. Knutson. MFAO has traded publicly since 2024.

How MFA Financial, Inc. Is Valued

MFA Financial, Inc. carries a market capitalization of $933M, placing it in the small-cap category. Relative to its peer group, MFAO's quantitative score of 66/100 is above the peer average of 53/100.

ROE 8%

Key Financial Metrics

Return on equity for MFA Financial, Inc. stands at 8.2%, a gauge of how efficiently it converts shareholder capital into profit. Return on assets is 1.1%, showing how much profit it generates from its asset base. MFAO trades at a trailing price-to-earnings ratio of 6.48, below the Real Estate sector average of ~29.00x. Its free cash flow yield is 28.0%, a gauge of the cash the business throws off relative to its market value. Its earnings yield is 16.2%, the inverse of the P/E and a quick read on earnings relative to price.

F-Score 7/9

Financial Health

MFA Financial, Inc.'s Piotroski F-Score is 7/9, a 9-point checklist of profitability, leverage and efficiency — signaling solid underlying fundamentals. Its Altman Z-Score of -0.00 places it in the distress zone, a signal of elevated financial risk.

0/8 beats

Earnings Track Record

MFA Financial, Inc. has missed Wall Street's EPS estimate in 7 of its last 8 reported quarters — a recurring pattern of falling short of estimates. Reported results have landed about 15.0% below estimates on average.

Net buying

Insider Activity

Over the past six months, MFA Financial, Inc. insiders filed 6 SEC Form 4 transactions — 0 sales and 6 purchases. On net that is roughly 111K shares acquired (about $0) — insiders putting money in tends to read as conviction.

MFAO Financials

Fundamental Snapshot

Revenue Growth (FY)
+213.0%
Net Income Growth (FY)
+48.2%
EPS Growth (FY)
+106.0%
Free Cash Flow Growth (FY)
-61.9%
P/E (TTM)
6.48
Return on Equity (TTM)
+8.2%
EV/EBITDA (TTM)
22.4

Based on FMP financials and quantitative analysis · FY 2025

Bull Case vs Bear Case

Bull Case

  • Diversified investment portfolio across agency MBS, non-agency MBS, and residential whole loans.
  • Integrated mortgage origination and servicing platform (Lima One) provides proprietary asset sourcing.
  • High dividend yield (15.29%) appealing to income-focused investors.
  • Experienced management team with expertise in mortgage asset management and credit risk.

Bear Case

  • High sensitivity to interest rate fluctuations, impacting net interest margin and asset valuations.
  • Reliance on leveraged financing, increasing financial risk during market downturns or funding squeezes.
  • Credit risk exposure inherent in non-agency MBS and residential whole loans.
  • Regulatory changes in the mortgage and REIT sectors could impact operational flexibility and profitability.

AI-generated arguments based on insider flow, news sentiment and technicals — not financial advice · June 2026

Recent Quarterly Results

Quarter Revenue Net Income EPS
Q2 FY2026 $252M $47M $0.44
Q1 FY2026 $229M -$984,000 -$0.01
Q4 FY2025 $88M $54M $0.52
Q3 FY2025 $182M $48M $0.46

Q2 FY2026 · filed 5 Aug 2026 · SEC EDGAR →

Based on FMP financials and quantitative analysis

MFAO Latest News

No recent news available for MFAO.

MFAO Analyst Consensus

Consensus Rating

Aggregated Buy/Hold/Sell recommendations collected by Financial Modeling Prep for MFAO.

Price Targets

Wall Street price target analysis for MFAO.

MFAO MoonshotScore

66/100

What does this score mean?

MoonshotScore is Stock Expert AI's proprietary 0-100 research rating, not a buy or sell recommendation. MFAO scores 66/100 (Grade B+): the number comes from the legacy nine-factor engine (quantitative signals from revenue growth to news sentiment), written once, not refreshed.

What Investors Ask About MFA Financial, Inc. (MFAO) — Real Estate

What does the AI Score mean for MFAO?

MFAO holds an AI Score of 66/100 (Grade: B+). This is an educational research signal, not a buy or sell recommendation. The number comes from the legacy nine-factor engine (quantitative signals from revenue growth to news sentiment), written once, not refreshed.

Is MFAO a good stock?

Stock Expert AI does not rate MFAO buy, sell or hold. MFA Financial, Inc. carries a MoonshotScore of 66/100 on the legacy nine-factor engine, a research rating against its peers. Whether it fits is your call: check what it sells, whether it earns, what the price assumes, and what would prove you wrong.

What does MFA Financial, Inc. 9.000% Senior Notes do?

MFA Financial, Inc. operates as a real estate investment trust (REIT) with a core business of investing in residential mortgage assets on a leveraged basis. The company generates income from the net interest spread on these investments.

How does MFA Financial, Inc. 9.000% Senior Notes generate income from its mortgage assets?

MFA Financial, Inc. primarily generates income through its net interest margin, which is the difference between the interest earned on its portfolio of mortgage assets and the interest paid on its borrowings. These assets typically pay interest to MFA Financial.

What are the main risks for MFAO?

MFA Financial, Inc. faces several inherent risks typical of mortgage REITs. A primary concern is interest rate risk, as significant fluctuations in interest rates can compress the company's net interest margin by impacting both asset yields and funding costs. The leveraged nature of its investments amplifies this risk.

What are the key factors to evaluate for MFAO?

MFA Financial, Inc. (MFAO) holds an AI score of 66/100 (moderate). P/E: 6.48x vs the S&P 500's ~20-25x. Not financial advice.

How frequently does MFAO data refresh on this page?

MFAO's price was last updated on Sep 11, 2026 and refreshes on page view during U.S. market hours; the quote is a provider snapshot, not an exchange feed. Fundamentals update after quarterly filings; the MoonshotScore recalculates nightly; news aggregates continuously.

What has driven MFAO's recent stock price performance?

MFA Financial, Inc. (MFAO) moves on earnings results, analyst revisions, sector rotation, and market sentiment. Notable catalyst: Diversified investment portfolio across agency MBS, non-agency MBS, and residential whole loans. See the News tab for the latest drivers. Past performance does not predict future results.

Should investors consider MFAO overvalued or undervalued right now?

MFA Financial, Inc. (MFAO) trades at 6.48x earnings. Compare P/E, P/S, and EV/EBITDA against sector peers for a full view.

Disclaimer: This content is for informational purposes only and does not constitute investment advice. Always do your own research and consult a financial advisor.

Official Resources

Price as of Analysis updated
Data Sources & Methodology
Market data powered by Financial Modeling Prep & Yahoo Finance. AI analysis by Stock Expert AI proprietary algorithms. Technical indicators via industry-standard calculations. Last updated: .
Data Provenance
Sources: Financial Modeling Prep (FMP) — Primary · Yahoo Finance — Fallback · Alpaca — Tertiary
Last fetched:
Cache TTL: Quote 5min · Profile 7d · Financials 7d · Insider 48h
How we use AI: Numbers are pulled directly from FMP & Yahoo Finance — our AI writes the analysis, it never edits the figures.
Data provided as-is for educational purposes. Not financial advice. Methodology

Data provided for informational purposes only.

Data Sources
Financial Modeling Prep (FMP)Stock Expert AI proprietary analysis

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