Manufacturing process control: validate with precision
January 21, 2026/1 min read
Upload trial run data & configure quality standards
Upload data collected during trial runs to validate new parameter settings. The solution integrates with Dataiku's Parameter Analyzer application to automatically import saved studies and pre-fill configuration settings. Define your specification limits and targets to establish the foundation for Statistical Process Control (SPC) validation.
Generate market-standard spc control charts
Automatically create industry-standard SPC control charts to monitor process stability and identify special cause variations. The solution produces X-bar, R, S, and individual measurement charts. Customize your analysis by defining dataset parameters, study variables, and subgroup sizes to enable immediate identification of out-of-control conditions.
See spc control charts dashboard
Calculate process capability analysis metrics
Assess process capability with automatic calculations of key indices including Cp, Cpk, Cpm, and Cpkm. The solution generates histograms that visualize data distribution against specification limits. These metrics provide quantifiable proof that optimized parameters will deliver consistent quality at scale, supporting confident transitions from trial to full production.
Preview process capability dashboard
Customize analysis with low-code manufacturing analytics
The solution works out of the box and is fully customizable through low-code capabilities. Easily adapt control limit calculation formulas to match your team's specific SPC methodologies. Customize dashboards to align with your process needs and reporting requirements as your manufacturing environment evolves.
Transform validation into continuous improvement
This solution transforms the SPC validation step into a seamless part of your process. Dataiku embeds process capability analysis and SPC control charts directly within your data workflow alongside parameter optimization and quality prediction. Execute the full spectrum of Industry 4.0 use cases with a single, governed platform.
Discover the full capabilities of dataiku
