Which production rate causes the most manufacturing defects?
The dataset contains various manufacturing metrics, including defect rate, which measures the percentage of defective products. The bar graph reveals variations in defect rates across different observations, indicating fluctuations in manufacturing quality.
Very Low Low Medium High Very High
675 632 637 633 663
# A tibble: 5 × 2
ProductionVolumeBin AverageDefectRate
<fct> <dbl>
1 Very Low 2.78
2 Low 2.81
3 Medium 2.72
4 High 2.66
5 Very High 2.77
ProductionVolume ProductionCost SupplierQuality DeliveryDelay DefectRate
1 202 13175.404 86.64853 1 3.1214923
2 535 19770.046 86.31066 4 0.8195305
3 960 19060.821 82.13247 0 4.5145041
4 370 5647.606 87.33597 5 0.6385240
5 206 7472.222 81.98989 3 3.8677836
6 171 6975.932 95.33192 1 3.9145736
QualityScore MaintenanceHours DowntimePercentage InventoryTurnover
1 63.46349 9 0.05234287 8.630515
2 83.69782 20 4.90832825 9.296598
3 90.35055 1 2.46492279 5.097486
4 67.62869 8 4.69247579 3.577616
5 82.72833 9 2.74672617 6.851709
6 92.56844 19 3.02732430 7.930009
StockoutRate WorkerProductivity SafetyIncidents EnergyConsumption
1 0.081321681 85.04238 0 2419.617
2 0.038486470 99.65744 7 3915.567
3 0.002887365 92.81926 2 3392.385
4 0.055330971 96.88701 8 4652.400
5 0.068047139 88.31555 7 1581.630
6 0.074069495 87.07912 7 1238.994
EnergyEfficiency AdditiveProcessTime AdditiveMaterialCost DefectStatus
1 0.4689466 5.551639 236.4393 1
2 0.1194846 9.080754 353.9576 1
3 0.4963915 6.562827 396.1894 1
4 0.1831251 8.097496 164.1359 1
5 0.2635069 6.406154 365.7090 1
6 0.1180205 7.279442 171.7118 1
ProductionVolumeBin
1 Very Low
2 Medium
3 Very High
4 Low
5 Very Low
6 Very Low
The graph shows that very low, low, and very high production rates have the higher defect rates.
