Global Lighthouse Network 2025
Page 14 of 52 · WEF_Global_Lighthouse_Network_2025.pdf
Lighthouse design solutions to optimize interactions between people, data and materials
1. Smart andon: a digital system that uses real-time data and alerts to signal and manage operational issues.
2. OEE: Overall equipment effectiveness – an indicator used to measure the efficiency and effectiveness of equipment. It is calculated by multiplying three factors:
availability, performance and quality.
3. Tenure: refers to the length of time that an individual has been employed or has held a specific position or role.
Source: Global Lighthouse Network.FIGURE 7:
Miscommuni cation
Inefficient meetings
Task/skill mismatch
Integration issuesProduction bottlenecks
Data transfer errors
Synchronization delaysInefficient set-up
or adjustments
Human error
Machine downtimeHuman-to-
human
Shift manager does not
need to spend time
catching up with other
teams, solving problems
right awayHisensehitachi
Qingdao, China
GenAI-enabled digital
assistant for shift
handover reports to
quickly address
production issuesAstraZeneca
Wuxi, China
IoT-based “smart
andon”1 integrated with
skill matrixes for
automated task
reallocation
Line lead spends less
time on live production
issues and more on
planning for future
staffing needs+16%
Improvement
in OEE2+31%
Improvement
in OEE
Data is no longer siloed
within sites and instead
can be integrated across
all for root cause analysisHaier
Qingdao, China
Federated knowledge
graph for analysing data
spread across global
fragmented systems and
laboratories to rapidly
diagnose defectsZhengzhou
Coal Mining
Zhengzhou, China
Genetic algorithm to
synchronize workstation
status with AGV tasks
and routes for optimized
internal logistics
AGVs spend less time
idling and more time
out on the floor
completing tasks-75%
diagnostic
cycle time-61%
Manufacturing
lead timeUnilever
Tinsukia, India
Unsupervised machine learning for
workforce line allocation based on
experience, skill, group compatibility,
demographics and other parameters (e.g.
tenure,3 technical skills)
Shift manager no longer allocates manpower
at start of shift – instead, confirms and
undertakes data-driven and targeted skill
gap coaching-64%
human-led
OEE loss1.
1.
3.2.
Machine-to-
machine3.Human-to-
machine2.
Global Lighthouse Network: The Mindset Shifts Driving Impact and Scale in Digital Transformation
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