LTRN

We rate Lantern Pharma Inc. (LTRN) as Avoid with a composite score of 27.6/100 at a current price of $2.60. The stock falls in the bottom quintile of our universe across key quantitative factors, and the multi-factor weakness suggests a high probability of continued underperformance.

The rating is primarily driven by strength in stability (39th percentile) and value (26th percentile), which together account for the majority of the composite score. Offsetting weakness in momentum (20th percentile) and quality (21th percentile) tempers our overall conviction. We assign a No Moat rating (18/100), High uncertainty, and Poor capital allocation.

Key items to watch: momentum to confirm whether the current price trend has legs; valuation compression risk if growth disappoints. Any material change in these dynamics could warrant a reassessment of our rating. The moat trend is stable, which suggests the competitive landscape is stable for now.

Lantern Pharma Inc. holds a top-quartile position (#0 of 50) within the Manufacturing sector, based on our composite quantitative scoring across quality, value, momentum, and stability factors. The composite score of 27.6/100 places it at rank #4660 in our full 7,333-stock universe. At $47M in market capitalization, Lantern Pharma Inc. is a small-cap player in the Manufacturing space, which limits certain scale advantages but may allow for more agile strategic execution.

Momentum indicators (20th percentile) suggest caution regarding the near-term price trend. Revenue growth data is unavailable, limiting our ability to confirm whether momentum is fundamentally supported.

Margin data is not available for Lantern Pharma Inc., which limits our assessment of the company's cost structure and operating efficiency. We rely on factor-based signals to infer business quality in the absence of detailed margin data.

At a current price of $2.60, Lantern Pharma Inc. is trading at a premium to fundamental value. Our value factor score of 26/100 reflects a composite assessment across multiple valuation metrics including price-to-earnings, price-to-book, EV/EBITDA, and price-to-sales ratios relative to both sector peers and the broader market. The premium valuation implies the market is pricing in significant future growth or quality improvements that are not yet fully reflected in current fundamentals.

The stock currently trades at P/B of 3.0x. We evaluate these multiples in the context of both absolute levels and sector-relative positioning to form our valuation view.

We assign a High uncertainty rating to Lantern Pharma Inc.. Key risk factors include elevated market sensitivity (beta of 1.33), below-average price stability (39th percentile), weak quality scores (21th percentile). The wide range of potential outcomes widens our fair value estimate and increases the possibility of permanent capital impairment. Investors considering this name should size positions accordingly and demand a meaningful margin of safety before initiating.

Specific risk factors that inform our assessment include: elevated market sensitivity (beta of 1.33); below-average price stability (39th percentile); weak quality scores (21th percentile). Each of these factors independently widens the distribution of potential outcomes, and in combination they create a risk profile that demands careful position sizing. The stability factor at the 39th percentile and quality factor at the 21th percentile provide a quantitative summary of the overall risk landscape.

We identify limited risk mitigants at this time, which contributes to our high uncertainty assessment. Investors should monitor for improvement in balance sheet metrics, margin stability, and business predictability that could warrant a downgrade in our risk assessment over time.

We rate Lantern Pharma Inc.'s capital allocation as Poor. Key concerns include low returns on equity (-183.1%), weak asset returns (ROA -128.8%). Exemplary capital allocators generate ROE above 20% and maintain conservative leverage — Lantern Pharma Inc. significantly underperforms these benchmarks, raising questions about management's ability to create shareholder value.

Investors should scrutinize management's reinvestment decisions and balance sheet trajectory before committing capital. Poor capital allocation often compounds over time: overlevered balance sheets limit strategic flexibility, while low returns on capital destroy shareholder value. We would need to see sustained improvement in profitability metrics and balance sheet discipline before considering an upgrade.

In summary, Lantern Pharma Inc. receives a Avoid rating with a composite score of 27.6/100 (rank #4660 of 7,333). Our quantitative framework assigns a No Moat (18/100, trend: stable), High uncertainty, and Poor capital allocation. The average factor score across quality, value, momentum, stability, and investment is 26/100.

Our analysis does not support a constructive view on Lantern Pharma Inc. at this time. The combination of limited competitive advantages, high uncertainty, and poor capital allocation suggests unfavorable risk-reward at current levels. We recommend investors avoid new positions and existing holders consider reducing exposure.