```json { "action": "final", "content": "## Numeric Column Distributions\n\nI've analyzed all numeric columns across the dataset. Here's the distribution summary:\n\n### B2B Sales Funnel Pipeline\n\n**close_value** (deal values in the pipeline):\n- **Range**: $0 to $30,288\n- **Mean**: $1,491 \n- **Median**: $472\n- **Standard Deviation**: $2,321\n- **Coverage**: 6,711 of 8,800 rows (2,089 nulls for deals not yet closed)\n\nThe distribution is right-skewed (mean >> median), indicating most deals are smaller with some high-value outliers driving the average up. The large standard deviation relative to the mean confirms high variability in deal sizes.\n\n### Accounts\n\n**year_established** (company founding year):\n- **Range**: 1979 to 2017 (38-year span)\n- **Mean**: 1996\n- **Median**: 1996\n- **Standard Deviation**: 8.9 years\n- **Coverage**: All 85 accounts\n\nThe symmetric distribution (mean ≈ median) shows accounts are fairly evenly distributed around the mid-1990s, with most established within about 9 years of that center point.\n\n**revenue** (account revenue):\n- **Range**: $4.54 to $11,698.03\n- **Mean**: $1,995\n- **Median**: $1,224\n- **Standard Deviation**: $2,169\n- **Coverage**: All 85 accounts\n\nModerately right-skewed (mean > median), with substantial spread. The standard deviation exceeds the mean, indicating high revenue variability across accounts.\n\n**employees** (headcount):\n- **Range**: 9 to 34,288 employees\n- **Mean**: 4,661\n- **Median**: 2,769\n- **Standard Deviation**: 5,716\n- **Coverage**: All 85 accounts\n\nHighly right-skewed distribution with extreme outliers. The median of 2,769 suggests most accounts are mid-sized, while a few very large enterprises (up to 34K employees) pull the mean higher. The standard deviation exceeding the mean confirms the presence of these outliers.\n\n### Key Insights\n\n- **close_value** and **employees** show the most extreme skew and variability\n- **year_established** is the only normally distributed measure\n- All account measures have complete data; only pipeline close_value has nulls (expected for open deals)" } ```