
Lean Six Sigma Refresher
Lean Six Sigma Refresher: The Control Phase
The Control Phase ensures that improvements achieved in the Improve Phase are sustained over time. It’s about embedding solutions into daily operations, monitoring performance, and preventing regression. For certified practitioners, this phase is a discipline of consistency, accountability, and vigilance.
5.1 Lean Controls
5.1.1 Control Methods for 5S
Sort, Set in Order, Shine, Standardize, Sustain.
Visual workplace organization reduces waste and supports process stability.
Control methods include audits, checklists, and visual cues to maintain discipline.
5.1.2 Kanban
Pull-based scheduling system that signals demand.
Prevents overproduction and aligns workflow with customer needs.
Visual boards or cards ensure transparency and responsiveness.
5.1.3 Poka-Yoke (Mistake Proofing)
Simple devices or methods that prevent errors before they occur.
Examples: color coding, sensors, interlocks.
Reinforces quality at the source.
5.2 Statistical Process Control (SPC)
5.2.1 Data Collection for SPC
Reliable data is the foundation of control charts.
Define sampling frequency, subgroup size, and measurement methods.
5.2.2 I-MR Chart
Monitors individual values and moving ranges.
Useful for processes with low-volume or continuous data.
5.2.3 Xbar-R Chart
Tracks subgroup averages and ranges.
Ideal for small subgroup sizes (n ≤ 10).
5.2.4 U Chart
Monitors defects per unit.
Suitable for variable sample sizes.
5.2.5 P Chart
Tracks proportion of defective units.
Useful for attribute data with varying sample sizes.
5.2.6 NP Chart
Monitors number of defectives in constant sample sizes.
5.2.7 Xbar-S Chart
Uses subgroup averages and standard deviations.
Suitable for larger subgroup sizes (n > 10).
5.2.8 CuSum Chart
Cumulative sum chart detects small shifts quickly.
Effective for processes requiring tight control.
5.2.9 EWMA Chart
Exponentially Weighted Moving Average chart smooths data trends.
Sensitive to gradual shifts.
5.2.10 Control Methods
Establish rules for detecting out-of-control conditions.
Examples: points beyond limits, runs, trends.
5.2.11 Control Chart Anatomy
Key elements: center line, control limits, data points.
Visual representation of process stability.
5.2.12 Subgroups, Impact of Variation, Frequency of Sampling
Subgrouping isolates short-term variation.
Sampling frequency balances sensitivity with resource efficiency.
5.2.13 Center Line & Control Limit Calculations
Center line = process average.
Control limits = ±3 standard deviations from mean.
Calculations ensure statistical validity.
5.3 Six Sigma Control Plans
5.3.1 Cost Benefit Analysis
Evaluates whether controls justify their cost.
Ensures sustainability without unnecessary overhead.
5.3.2 Elements of the Control Plan
Defines monitoring methods, responsibilities, and corrective actions.
Documents how improvements will be maintained.
5.3.3 Elements of the Response Plan
Specifies actions when performance deviates.
Includes escalation paths and contingency measures.
Final Thoughts
The Control Phase is the safeguard of Lean Six Sigma. By embedding Lean controls, applying SPC, and formalizing control plans, practitioners ensure that gains are not temporary but become part of the organization’s DNA. This phase transforms improvements into lasting operational excellence.