Table 7:

Comparison of those with the top 50 % in using Predictive Maintenance to the Bottom 50 % (Group 2 compared to Group 3), Monte Carlo Results

Variable	Top or Bottom 50 %	Min	Max	Mean	% Change: Bottom to Top (Mean)	Median	% Change: Top to Bottom (Median)	Standard Deviation
Maintenance Cost To Shipment Ratio	Bottom	0.005	0.022	0.014	212.3%	0.014	237.1%	0.002
Maintenance Cost To Shipment Ratio	Top	0.008	0.076	0.043		0.048		0.014
Costs due to Faults/Failures as a ratio to Shipments.	Bottom	0.000	0.005	0.002	44.6%	0.002	40.3%	0.001
Costs due to Faults/Failures as a ratio to Shipments.	Top	0.000	0.006	0.003		0.003		0.001
Percent of Planned Production time that is downtime	Bottom	2.03	8.33	5.34	−18.5%	5.67	−22.5%	1.06
Percent of Planned Production time that is downtime	Top	1.37	7.00	4.35		4.39		0.77
Defect Rate	Bottom	0.15	1.31	0.75	−87.3%	0.77	−84.4%	0.17
Defect Rate	Top	0.01	0.19	0.09		0.12		0.05
Percent of Sales lost due to Delays Related to Maint.	Bottom	0.00	1.75	0.55	112.7%	0.64	96.0%	0.24
Percent of Sales lost due to Delays Related to Maint.	Top	0.00	2.00	1.17		1.25		0.46
Percent of Sales lost due to Defects Related to Maint.	Bottom	0.00	1.17	0.52	51.5%	0.60	36.7%	0.22
Percent of Sales lost due to Defects Related to Maint.	Top	0.00	1.57	0.79		0.82		0.28
Percent Increase in Inventory due to Maint.	Bottom	0.00	5.01	2.53	−22.5%	2.73	−19.3%	0.94
Percent Increase in Inventory due to Maint.	Top	0.00	3.89	1.96		2.20		0.79
Percent Predictive	Bottom	5.00	14.55	10.41	321.5%	10.42	324.0%	1.16
Percent Predictive	Top	31.70	54.90	43.88		44.17		3.50
Percent Reactive	Bottom	14.63	32.00	23.42	−10.6%	23.36	−10.5%	1.98
Percent Reactive	Top	16.10	25.10	20.93		20.92		1.56

Items shown in RED indicate unexpected outcome in comparing the top and bottom