Beauty related stock recommendations

Screening Filters

1. themes = ['Beauty']

   • Purpose: Limit results to companies whose primary business is explicitly tied to the beauty industry.
   • Rationale:
     • You asked for “beauty-related stock recommendations”.
     • The “Beauty” theme tag typically includes cosmetics, skincare, haircare, personal care, beauty retail, and related products/services.
     • Using a theme filter is the most direct way to focus on companies where beauty is a core business driver, instead of unrelated sectors.

2. list_exchange = ['XNYS', 'XNAS'] (NYSE & NASDAQ)

   • Purpose: Restrict results to major U.S. exchanges.
   • Rationale:
     • You specified “within the US market”.
     • XNYS (NYSE) and XNAS (NASDAQ) are the two primary U.S. stock exchanges.
     • This ensures the output is U.S.-listed stocks, improving liquidity, regulatory standards, and data quality.

3. market_cap = {'min': '1000000000'} (≥ $1 billion)

   • Purpose: Focus on larger, more established beauty-related companies.
   • Rationale:
     • A $1B minimum market cap filters out very small, illiquid, or highly speculative micro-cap names.
     • For “recommendations” most investors are usually better served by mid/large caps with more stable business models, analyst coverage, and better disclosure.
     • This helps you get more investable, mainstream beauty plays rather than tiny niche stocks.

4. price = {'min': '5'} (Share price ≥ $5)

   • Purpose: Exclude very low-priced or “penny” stocks.
   • Rationale:
     • Stocks under $5 often have higher volatility, wider spreads, and greater risk of manipulation or delisting issues.
     • Setting a $5 minimum supports your interest in more solid, investable beauty names that trade with better liquidity and more institutional participation.

5. net_margin = {'min': '0.0000001'} (Positive net profit margin)

   • Purpose: Include only beauty-related companies that are at least marginally profitable.
   • Rationale:
     • A net margin > 0 means the company is generating net income, not losing money.
     • For recommendations, profitable firms tend to have more sustainable business models and less financing risk than cash-burning companies.
     • This is a basic quality filter to avoid structurally unprofitable beauty stocks.

Why Results Match:

• They are U.S.-listed stocks (NYSE or NASDAQ), aligning with “within the US market.”
• They are explicitly tagged as “Beauty” businesses, so they’re genuinely beauty-related.
• They have meaningful size (≥ $1B market cap), making them more established and investable.
• They avoid penny-stock territory (price ≥ $5), reducing extremely speculative names.
• They are at least modestly profitable (positive net margin), improving overall financial quality of the recommendations.