Part 1: The Philosophy Behind the Methodology

The Bursa Malaysia Quality 50 Index (BMQ50) is designed to identify 50 companies listed on the Main and ACE Markets that demonstrate strong, high-quality financial characteristics. The philosophy focuses on a balanced, comprehensive view of a company’s financial health rather than relying on a single financial ratio.

The methodology evaluates companies across three core dimensions:

• Profitability: Measured by Return on Equity (ROE).
• Capital Structure (Leverage): Measured by the Debt-to-Equity (D/E) ratio to assess balance-sheet risk.
• Earnings Quality: Measured by Operating Cash Flow to Profit After Tax and Minority Interests (OCF/PATAMI). This ensures that reported profits are actually backed by real operating cash flows.

Key Methodological Principles:

• Long-term Stability: The index uses two-year averages for these metrics instead of single-year data to smooth out short-term volatility and ignore one-off events, giving a truer picture of underlying quality.
• Standardisation (Z-Scores): Because ROE, D/E, and Cash Flow are measured in different units, the methodology uses a statistical technique called “Z-score standardisation”. This converts each metric into a comparable score based on how far it is from the market average. Extreme outliers are capped (winsorisation) so they do not skew the results.
• Composite Quality Score (CQS): The final score used to rank the top 50 companies is the simple average of the three standardised Z-scores. Higher ROE and OCF improve the score, while lower Debt (D/E) improves the score.

---

Part 2: Dashboard User Guide

This dashboard provides a clear, visual ranking of companies based on the BMQ50 Quality methodology. Here is how to navigate and interpret the different sections.

1. Header & Filters

At the very top, you can filter the dashboard by the specific index (e.g., BMQ) and the universe you wish to view (e.g., BMQ Shariah).

2. Quick Summary Highlights

Below the title, four summary cards give you an instant snapshot of the index’s current health:

• Quality Leader: Highlights the #1 ranked company with the highest Composite Quality Score (CQS). For example, Uchi Technologies is shown as the top leader.
• Safe Constituents: Shows how many of the 50 companies are securely meeting the quality thresholds by default.
• Red Flag Companies: Alerts you to the number of companies showing warning signs, such as negative operating cash flow.
• Improved This CQ: Shows how many companies have moved up in their total CQS ranking recently.

3. Z-Score Calculation Parameters

This section displays the underlying statistical averages used to calculate the scores for the current period:

• Mean 2 YR ROE / Mean 2 YR D/E: Shows the average profitability and debt levels across the universe of companies.
• OCF Eligible: Displays how many companies qualified to have the Cash Flow metric applied to their score. (According to the rules, a company must meet a minimum ROE threshold to trigger the OCF evaluation; otherwise, it is treated as neutral).
• OCF Winsorise Bounds: Shows the upper and lower limits applied to cash flow scores to prevent extreme outliers from breaking the ranking system.

4. The CQS Leaderboard Table

This is the main ranking table, sorted from highest quality to lowest.

• CQS (The Main Score): The final Composite Quality Score. Green numbers indicate a positive score (above average), while red numbers indicate a negative score (below average).
• Z-Scores (Z ROE, Z D/E, Z OCF): These columns show the standardised, individual scores for Profitability, Debt, and Cash Flow.
• Raw 2-Yr Metrics: The actual two-year average percentages and ratios for ROE, D/E, and OCF/PATAMI so you can see the real-world numbers behind the scores.
• Status & Notes: Visual tags that tell you if a stock is “Safe” (green) or a “Red Flag” (red). The notes column explains specific mathematical treatments, such as “Neg OCF” (Negative Operating Cash Flow) or “OCF neutral” if the cash flow metric wasn’t applied.

5. Sector Breakdown

At the bottom of the dashboard, all 50 companies are grouped by their respective market sectors (e.g., Property, Financial Services, Technology, Consumer Products).

• Next to each company, a color-coded badge displays their CQS.
• This view allows you to quickly identify which industries are dominating the quality index and visually spot sectors that are struggling with lower (red) quality scores.