How to read this section: We test whether three price-based signals —
12-month momentum (trailing stock return), realized volatility (annualized standard deviation of daily returns), and
relative strength (stock return minus S&P 500 return) — predict next-quarter fundamental outcomes:
revenue growth, operating margin change, and ROE change (all year-over-year to remove seasonality).
Each cell shows the Pearson correlation (r) between signal at quarter Q and outcome at quarter Q+1.
Values closer to +1 or −1 indicate stronger predictive relationships. “n” is the number of quarterly observations.
The examination of price-based technical signals against fundamental outcomes for Harmonic Inc. (HLIT) over a 45‑quarter window reveals an absence of statistically meaningful relationships. Across the three examined signals—12‑month momentum, realized volatility, and relative strength—the correlation coefficients with revenue growth, margin change, and ROE change range from -0.096 to 0.177, all accompanied by p‑values well above conventional significance thresholds (p > 0.26). Consequently, none of the signals meet the study's criteria for notable predictive power (|r| ≥ 0.4), indicating that price dynamics have not consistently anticipated shifts in this company’s core financial metrics during the sample period.
All three price signals exhibit weak correlations with fundamentals (|r| ≤ 0.177), far below the strong threshold of |r| ≥ 0.6.
The highest observed correlation is between realized volatility and ROE change (r = 0.177, p = 0.267, n = 41), which remains statistically insignificant.
No signal reaches a notable level (|r| ≥ 0.4) for any of the three outcomes, indicating no predictive advantage from these technical measures.
Limitations: The sample comprises only 45 quarterly observations, limiting statistical power and increasing susceptibility to random noise. Correlations do not imply causation; observed relationships may be spurious or driven by external macro‑economic regimes not captured in the analysis. Technical signals can behave differently across market cycles; findings from this period may not generalize to future environments.
HLIT
For Harmonic Inc., 12‑month momentum shows a negligible positive correlation with revenue growth (r = 0.105, p = 0.514, n = 41) and weak negative ties to margin and ROE changes (r = -0.026 and -0.041 respectively, both p > 0.80). Realized volatility displays slightly higher but still modest positive links to all three fundamentals, peaking with ROE change (r = 0.177, p = 0.267, n = 41). Relative strength is uniformly uncorrelated, yielding near‑zero coefficients and non‑significant p‑values. The lack of robust correlations suggests that price momentum, volatility, or relative strength have not served as reliable leading indicators for Harmonic’s earnings growth, profitability shifts, or capital efficiency in this timeframe.