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combine two equivalent points
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docs/source/notebooks/graded_intervention_time_series_single_channel_ols.ipynb

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"Standard regression assumes **independent errors** — that the unexplained variation at time $t$ is unrelated to time $t-1$. When this assumption fails (as it almost always does in time series):\n",
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"\n",
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"1. ✅ **Coefficient estimates remain unbiased:** still correct on average\n",
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"2. ❌ **Standard errors are WRONG:** typically too small, leading to overconfident inference\n",
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"2. ❌ **Standard errors are WRONG:** typically too small, making confidence intervals too narrow\n",
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"3. ❌ **Hypothesis tests are invalid:** false positives, misleading p-values\n",
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"4. ❌ **Confidence intervals are too narrow:** underestimate true uncertainty\n",
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"\n",
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"This means you might conclude an intervention \"works\" when it actually doesn't, or claim high precision when you're actually quite uncertain!\n",
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"\n",

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