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Ramin Khavarzadeh DATA · ANALYSIS · PERSPECTIVE
Lab SIGNAL · DAILY Experimental

جستجوی «خرید طلا» has moved at the same time as بازده روزانه طلا — same direction (r = 0.43)

Does search for “buy gold” move with gold returns? — Daily brief. found

Correlation at best lag
r = 0.43
Optimal lag
0 روز معاملاتی (Simultaneous)
Simultaneous (Pearson / Spearman)
0.43 / 0.38
Observations
n = 74 · 1 Aug – 29 Oct
p · padj (217 Tests: all pairs × lags)
0.0001 · 0.0265
Out-of-sample (final 40%)
Lag 0 · r = 0.32 · Direction accuracy 47٪ (n=30) · Indistinguishable from a coin flip (p = 0.708)

Two series overlaid at the best lag

Correlation at each lag

Positive lag means the first series leads; negative means the second leads. The dashed line is an approximate 5% significance threshold for this n.

Rolling correlation

12-week (or 30-day) window. A relationship that only appears in a short span is not a relationship.

What does this mean?

همبستگی متوسط (r = 0.43) همزمان — وقتی اولی بالای روال خودش بوده، دومی بیشتر وقت‌ها بالا رفته. روی ۴۰٪ انتهایی داده که در انتخاب تأخیر نقشی نداشت، جهتِ تغییر سری دوم در 47٪ موارد (n=30) با انحراف سری اول هم‌خوان بود — از سکه قابل تشخیص نیست. این رابطه پس از تصحیح برای همه جفت‌ها و همه تأخیرهای آزموده‌شده معنادار می‌ماند. همبستگی، علت نیست.

Correlation is co-movement, not cause; p is Bonferroni-corrected for 217 tests (all pairs × all searched lags); optimal lag is chosen on the first 60% and judged on the final 40%, with direction accuracy tested binomial vs. a coin flip. For level targets (premium, volatility), direction of change is scored. Search series are relative and rescaled on every fetch. Methodology