Modified name and changed date to group as an argument

macros/tests/kpis_daily_outlier_detector.sql

@@ -0,0 +1,36 @@
+{% test kpis_daily_outlier_detector(
+    model, date_column, column_name, sigma_threshold=3, days_to_consider=14
+) %}
+    with
+        -- Retrieve recent data based on the defined days_to_consider
+        recent_data as (
+            select {{ date_column }}, {{ column_name }}
+            from {{ model }}
+            where
+                {{ date_column }} between (
+                    current_date - interval '{{ days_to_consider + 1 }} days'
+                ) and (current_date - interval '1 day')
+        ),
+        metrics_stats as (
+            select
+                avg({{ column_name }}) as avg_value,
+                stddev({{ column_name }}) as stddev_value
+            from recent_data
+        ),
+        outliers as (
+            select
+                {{ column_name }} as value,
+                (abs({{ column_name }} - metrics_stats.avg_value))
+                / (metrics_stats.stddev_value) as absolute_deviation_z_score,
+                (abs({{ column_name }} - metrics_stats.avg_value))
+                / (metrics_stats.stddev_value)
+                > {{ sigma_threshold }} as is_outlier
+            from {{ model }}
+            cross join metrics_stats
+            where {{ date_column }} = current_date - interval '1 day'
+        )
+    -- Return failing rows if any values are flagged as outliers
+    select *
+    from outliers
+    where is_outlier = true
+{% endtest %}