Work & Impact

Eight Projects.
Real Numbers.

From a 190-person global support operation to a $200K AI deployment — the work that shaped how I think about data, operations, and leadership.

8Case studies
12+Years of work
5Focus areas covered
3Countries
Q4 Inc · 2022 AI & Automation
AI-Powered Ticket Triage with Forethought

Replaced the manual classification work of 6 FTEs with an AI triage model at 89% accuracy — $200K saved in year one. One of the earlier enterprise AI deployments in a CX operation.

$200KSaved
89%Accuracy
6 FTEReplaced
54,821Predictions
Forethought Ticket Intelligence CX Automation
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AudienceView · 2018–2021 M&A Integration
Support Transformation & Vendini Merger

P2 response from 20+ days to a 2-day target. Led Customer Support and Corporate IT workstreams of a 254-person merger integration.

20→2Days P2
$8.1MSynergies
254NewCo headcount
M&A Integration Support Transformation Org Design
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Tyco / JCI · 2013–2016 Global Ops
Follow the Sun Support Model

GMT-mapped 24/7 global coverage across four regional centres — no additional headcount. Required full telephony reprogramming and a rebuilt reporting engine.

24/7Coverage
4Regions
ZeroAdded headcount
Follow the Sun Global Ops EMEA · APAC
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Tyco / JCI · 2014–2016 Process Improvement
Six Sigma & Voice of Customer

Applied DMAIC to a global contact centre — reduced ticket defect rates 28% and built a VOC programme that drove three product roadmap changes.

28%Defect reduction
160+Agents
3Product changes
Six Sigma VoC DMAIC
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Tyco / JCI · 2012–2016 Process Improvement
ITIL Implementation Across a Global Contact Centre

Took four overwhelmed, fragmented regional centres from reactive chaos to a structured ITIL framework — Incident, Problem, and Change Management, CAB, Six Sigma, and Erlang C scheduling, rolled out centre by centre.

4Centres on ITIL
FCR ↑First contact res.
MTTR ↓Time to resolve
ITIL CAB Erlang C Six Sigma
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AudienceView · 2018–2021 Training & Enablement
Building AudienceView University

Designed and built an L1–L3 certification curriculum from scratch — 100% of the team certified, structured 90-day onboarding, and the framework scaled through a merger without missing a beat.

L1→L3Cert tiers
100%Team certified
MergerFramework adopted
Training Design Certification Knowledge Base
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AudienceView · 2018–2019 Process Improvement
OLA Framework Design

Built the Operating Level Agreement framework that made customer SLAs achievable — P2 response target dropped from 20+ days to 2 days. First formal internal SLA in company history.

20→2Days P2 target
4Teams signed
FirstInternal SLA
OLA Framework SLA Management Process Design
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Tyco / JCI · 2012–2016 Shared Services Leadership
Global Contact Centre Operations

Managing 160–190 technical support staff across three continents and a $12M budget — four years of building the governance, reporting, and leadership infrastructure that made a distributed team function as one.

190Staff at peak
$12MBudget managed
3Continents
Global Ops ITIL Budget Management
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Want to talk through any of these?

Whether you’re working on a similar project or just want to compare notes — I’m always up for a conversation worth having.

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