ES
Executive Summary
Sales Analysis
0.892
R² Score
Excellent
Model Fit
3.2K
Samples
< 0.001
P-Value
PL
Residual Diagnostics
Model Validation
MT
Key Metrics
F=24.7
F-Statistic
CI
Confidence
95%
Interval
TB
Coefficients Table
Statistical Significance
Variable
Coef
Sig
Marketing_Spend
0.724
***
Product_Quality
0.412
*
AN
ANOVA Analysis
Variance Decomposition
Between
234.5
Within
45.2
HS
Distribution Analysis
DF
df=47
QC
Quality Check
✓ Normality
✓ Homoscedasticity
⚠ Outliers: 3
TS
Time Series Forecast
ARIMA Model
CR
Correlation Matrix
QQ
Q-Q Plot
Normality Test
BX
Box Plot
DT
Data Summary
Descriptive Statistics
Metric
Value
SD
Mean
45.67
12.3
Median
44.20
11.8
HT
Hypothesis Test
t-statistic
3.421
p-value
0.002
Result
Reject H₀
PC
PCA Results
Component Analysis
RF
Random Forest
Feature Importance
Price
0.342
Location
0.287
AC
Accuracy Metrics
94.2%
Accuracy
0.91
Precision
OV
Executive Summary
Regression Analysis
0.742
R² Score
Good
Model Fit
1.2K
Samples
0.002
P-Value
PL
Residual Analysis
Diagnostics
TB
Coefficients Table
Statistical Significance
Variable
Coef
P-value
Marketing
0.824
***
Quality
0.512
*
QS
F-Statistic
12.47
F-value
HS
Distribution
Frequency Analysis
HM
Correlation
TS
Time Series
Trend Analysis
MP
Model Performance
✓ Assumptions Met
⚠ High Variance
✓ Normal Residuals
AN
ANOVA Results
Between
234.5
Within
45.2
CI
95%