Associate Professor and Lead, Adaptive Metrics Lab
Associate Professor and Lead, Adaptive Metrics Lab
Doctoral candidates: Eskil Nwabueze and Signy Okpara
School of Continuous Improvement
Trained as a control engineer, Associate Professor Beng spent the early part of his career keeping industrial processes inside tolerance before turning the same instruments on the institutions that operate them. He studies measurement systems that improve the things they measure, with a standing interest in what happens when they don't. He leads the Adaptive Metrics Lab and convenes the university's cross-cutting work on evaluation ecosystems.
Research indicators
| Research outputs | 333 |
|---|---|
| Citations | 1750 |
| h-index | 32 |
| i10-index | 36 |
| Collaboration breadth | 36 co-authors |
| Active since | 2026 |
| Research income | $702,611 |
Research outputs
- Desensitised by Repetition
- Drilled While the Camp Called Home
- The Second Triangle
- Credited, Not Flexible, Explained
- The Ticket Confirms What the Marshal Already Called, Explained
- CMI, Explained
- The Queue as Leading Indicator, Explained
- Named, Not Restocked, Explained
- Towards Full Assurance, Explained
- The Token Still Passes, Explained
- SLOT, Explained
- Ticked From Memory, Explained
- The Schedule Waters Regardless, Explained
- Agreed Until It Mattered, Explained
- Trusting the Beep, Explained
- Ticked, Not Tested, Explained
- The Tap That Counts, Explained
- Following the Feed Down
- The Margins Clean First
- Recovering Lost Rewind Histories from Service Oil
- Whose Peak Is It?
- Checking the Measures
- The Last Hundred Metres
- Eighteen Weekends in the Fryer
- Checked When It Said n
- Running with the Drain
- Half Past, Every Time
- Carrying the Charge
- Three Columns for the Curve
- What the Wash Takes
- The Long Run
- Annealing the Anneal
- The Ground Is in Series
- What the Return Water Saw
- The Trench Crosses a Line
- Level to the Width of a Shim
- Stopping Before the Valley Floor
- Running a Blank
- As Before
- What the Bucket Still Holds
- Most Takeaway Shops Stop at Level Two
- Staged Means Stored
- The Reader Stays Put and the Card Does Not
- Nobody Lives on Wattle Street Any More
- Tasting Stalls Licensed on Bought Share Hand Their Cups to Shoppers Already Holding the Product
- 'Take One, Cross, Return It'
- SASH
- Stamped Is Released
- The Enrolment-Morning Queue Number as a Census of Tabs
- "Near Enough to Wait For"
- The Office Birthday Card as Approval Workflow
- Everyone Was Standing There at the Key Change
- BADGE
- Pressed Interested, Arrived Standing
- TRACE
- Groundwork for a Level Four Oar Rack
- Notes on the Ambiguous Square
- Towards a Tenancy-Grade Standpipe
- The Courtyard Pigeon as Eligibility Device
- 'Insert $2'
- GATE
- Numbered, Not Counted
- Towards a Rounding Integrity Register
- The Water Cooler Bottle as Escalation Trigger
- The Speed Hump as a Local Veto
- The Case for the Null Result
- The Wellness Pulse Survey's Top Maturity Rung Pays for a Response Rate, Not for Wellbeing
- Notes on the Verge
- "If In Doubt, Don't Swap It Back"
- The Third Time It Didn't Move
- Missing Means Someone's Turn
- The Restock Log as Rent Roll
- Notes on the Third Year
- "The Feed Decides, Not Us"
- Towards a Retention Quadrant for the Departmental Pigeonhole
- Counted, Not Seated
- Affixed, Not Fixed
- The Case for Percentile Governance
- Seen, Not Slowed
- No Cent Wasted
- Where the Sprinklers Decide Who Sits With the Pigeons
- Can a Nightly Shelf Photograph Ever Overrule the Till?
- The Chalkboard Special as a Loyalty Filter
- "It's Already Up"
- 'We Just Ask Them to Try Again'
- Fair, On Schedule
- Does Crossing the Legal Depth Line Make a Backyard Pool Gate Latch Itself?
- Filed, Not Early
- "Smart Features No Longer Available"
- Stopped, Not Cleared
- SHELF
- Towards a Mentor Continuity Maturity Model
- Seen but Untaken
- Towards a Stairwell that Counts as a Meeting
- Towards a clouds-out register
- Hold on, I'm just getting to the car
- Hung Means Taken
- HELD
- Each Level of Toilet-Key Custody Maturity Adds Forty-One Seconds to the Wait and Saves No Keys
- Sold Out Means Later
- Lost Means Kept
- Measuring the Top-Up
- Every Door Agrees
- Odd Is Honest
- HEADWAY
- Towards a Ticket That Travels
- TURNS
- Rated, Not Trusted
- Can a Compiled Watering Schedule Outperform the Irrigation Warden's Judgement?
- Sorting the One-Star
- Too Many Cards at the Window
- Ten Minutes, No Difference
- A Redemption-Likelihood Score Decides Which Pledged Items Reach the Pawnshop's Front Shelf
- The Two-Lane Printer
- GHOST
- GRIP
- The Price-Match Prompt Only Hears One Phrase
- Three Is Reasonable
- What Do Volunteers Mean When They Say It's "Ready"?
- Towards a Shortage Response Standard
- MASH
- Is the Footpath Ready for a Larger Fleet?
- Auditing the Queue
- The Joke Was Never About You
- It Never Takes Your Word For It
- WATCH
- Present, Not Managing
- The Chirp Nobody Answered
- CUT
- Three Times Is Enough
- Automating Entitlement
- Which Closing-Down Sale Is Actually Closing?
- Photographed, Not Done
- Does Sorting the Front Door Into Kinds Decide Who Gets Let In?
- Towards a Verified Booking Register
- Busy Isn't Working
- Towards One Boarding Window
- Praised, Not Paid
- Logged, Not Checked
- A Parking Sign's Exact Minute Sorts Every Kerb It Touches
- Where Did The Reason Go?
- We Publish What We Find
- Should a Heat-Lamp Chicken Renew a Catering Contract?
- How was your appointment
- Warm at the Register, Cold on the Premium
- No Longer Neutral
- A Rangefinder App Shortens Kerb-Ramp Audits and Delists the Stops That Keep Failing Them
- Towards a Portable Responsiveness Index for Community Digital Infrastructure
- Gamified Streaks Do Not Reduce a Share House's Missed Pet Feedings
- First Named, Last Word
- The Swap-Request Score Tracks Need Once the Room Is on Camera
- Towards a Usage-Footprint Quadrant for Kitchen Appliance Retention
- The Sticker Fires Before Anyone Checks the Date
- DRAW
- Weighed In, Signed Up
- Missing the Free-Bus Line by One Street Adds Nine Minutes to the School Car Queue
- Engraving Did Not Reduce Shared-Teaspoon Disappearance
- Towards Self-Resourcing Crossing Supervision
- Towards a Science of Small Thresholds
- Removing the Neutral Middle Rating Increases Formal Appeals Against Performance Reviews
- GATE
- The Jar Doesn't Lie, Even When It's Wrong
- How Long Does It Take a Club to Notice You've Arrived?
- Does the Referral Diversity Index Hold Up at the Council Counter?
- KERB
- One Quadrant Never Gets Checked Again
- LEND
- Credited, Not Flexible
- What Does the Tally Actually Curate?
- Towards a Standard Hive-Inspection Cadence
- Open-Participation Nights Do Not Reduce Club Membership
- Whoever's Up the Ladder
- Towards Unified Plot-Compliance Telemetry
- When Is a Kitchen Sponge Mature Enough to Throw Away?
- Loyalty-Card Pledges Promise More Than Operators Actually Deliver
- What's Left In The Till
- Stacked Against You
- Every Case Weighed on Its Own Merits
- Towards Full Assurance
- Does a Five-Level Maturity Score Predict a Faster Development Approval?
- Ringed, Not Riding
- How Ready Is Ready Enough?
- SLOT
- SCORE
- Confirmed by Silence
- Measuring Group-Chat Governance Maturity
- Measuring the Morning
- Measuring What Gets Fixed First
- What SNAR Can't Hear
- RLI
- Does Cutting Screen Time Off Early Just Move It to Tomorrow?
- Towards a Quadrant Framework for Loyalty Punch-Card Retention
- CMI
- How Do You Know a Classroom Is Actually Device-Free?
- Scheduling Fairness at Queue Depth One
- Interviewing for Authenticity
- Formalising an Informal Obligation
- Same Bin, New Panel
- Reverse-Searching the Listing
- Which Requirements Get Photographed?
- Formalising the Group Chat
- CADENCE
- Turnover Is Not Traffic
- What Do You Do When the Caller Fails the Question?
- The Badge They Say Doesn't Matter
- Three Songs, One Piano
- Tattoo Studios Keep Landing on the Same Six References
- Counting Who Gets Recommended
- Validating a Bag-Tag Telemetry Kit for Wash-Separately Compliance Signals
- Towards a Record Anyone Can Check
- One Published Account of Who Is Next
- Active, Not There
- Does a Laminated Etiquette Sign Change How Often Labelled Lunches Go Missing?
- Kept on File
- Calibrating the Knob of Butter
- Sixty-One Messages About Training Bibs
- Ask For a Person
- One of You Does the Forms
- What Are You Putting Aside?
- Repeatability and Reproducibility of the Pre-Move Volume Estimate
- At What Tilt Does a Hung Frame Read as Crooked?
- Reclaim Hall B and the Stand-Back Line
- The Bar Only Goes Up
- The Fifth Call Never Happens
- Two Dollars Is Not a Signal
- The Reset Equilibrium
- Raised the Number, Not the Tip
- On Time to the Rack, Behind on the Bench
- The Token Still Passes
- The Occupancy Count That Changed No One's Mind
- Off the App, On Time
- Cleared to Print, Not Cleared to Pass
- Every Signal, Fully Read
- Ticked, Not Tested
- Not Who the List Flagged
- The Board Doesn't Forget
- The Room Already Knows
- Ask About the Roundabout
- Tightening the Threshold
- A Slightly Different Question
- The Ten Minutes Nobody Times
- The Cursor Kept the Minutes
- Nobody Typed the Blocker That Mattered
- One Pile, Five Incidents
- Cleared, Not Served
- Past the Back Door
- Rebated, Not Plumbed
- Sealed, and Not Re-Worn
- The Regular, or Whoever Was Available
- Page Three Cleans the Street
- The Tick Is Not the Milestone
- Nine in Ten, or Four
- The Reward Line
- Fair Only in the Firmware
- The Call That Beat the Lockout
- The Round Still Gets Argued
- The Clock Says Stop
- The Board Still Counts
- The Margin That Matters
- Some Members Only Ever Clock The Door
- Cleared Before You Arrive
- Packed for the Sticker
- Answered Promptly, Flagged All the Same
- The Second Look
- The Ticket Confirms What the Marshal Already Called
- Fewer Arguments, Not Shorter Ones
- Same Sign, Different Reading
- Ready by the Light, Not by the Hand
- The Truce Has to Hold
- Counted Twice, Caught Once
- The Courier Absorbs the Estimate
- Agreed Until It Mattered
- Someone Else Decides
- Picked to Win, Played to Park
- Warned Early, Trusted Late
- Traded Before They're Earned
- One Score, Every Weather
- Always Know Where a Room Stands
- Ticked From Memory
- The Tap That Counts
- The Number Stayed Clean
- Booked but Not Reordered
- Scored to Match
- Trusting the Beep
- Whoever Checked the Chat Last
- Notified, Not Yet Loaded
- Displayed, Not Metered
- Waved and Believed
- Make Your Wait Count
- It Didn't Cross the Concourse
- Started in the Window, Billed Outside It
- Logged More, Lightened Less
- The Pause Is the Point
- Absent, Not Believed
- Named, Not Restocked
- Slower to Request, Same to Choose
- The Tour That Shows Its Workings
- Closed on Schedule, Not Unloaded
- Tagged as Ready
- Every Voucher Counts
- Anticipated, Not Averted
- Already On Its Way
- Tapped, Not Filled
- Nothing Goes to Waste
- Not the Kiosk's Fault
- Validating the Corral Occupancy Sensor
- Eight Seconds to Elsewhere
- Grace Under a Timer
- The Measurement That Mattered
- Reading the Cap as the Curve
- The Charter Says You Decide
- The Schedule Waters Regardless
- Read the Space, Not the Plan
- Sorted on Arrival
- Presenting the Case, Postponing the Turn
- The Attestation Loom
- Ranked On Our Own Terms
- Same Pair, Reversed Winner
- No Signal, Full Marks
- Narrow Enough to Trust
- Flagged, Not Retired
- Dressed as Data
- Built Not to Watch
- The Ceiling That Also Rose
- Fully Attested, Never Observed
- Already on Your Path
- Keep the Instruments Running
- Reading the Panel, Not the Practice
- The Unread Diff
- The Vagueness Dividend
- Two Setpoints, One Controller
- The Sophistication Penalty
- The Queue as Leading Indicator
Grants and awards
- Checking a School Zone's Your-Speed Sign Against a Known Bicycle After Every Battery Swap
- For a Deposit That Explained Its Own Gaps Instead of Leaving Them Blank
- Succession Planning for the Lab's Reference Calibration Weights