EVIDENCE INTO EVERYDAY WORK

Useful answers.
Visible reasoning.

Start with the question facing your organisation. Examine the evidence, change the assumptions and take away a working document.

Prepared by the Collective editorial desk · 26 October 2026 · Editorial briefs and illustrative examples; independent operator review remains a launch gate. Request a correction →

EVIDENCE BRIEF

Stanford: change the work, then examine the result

Use aligned priorities, daily problem visibility and accountable follow-through as hypotheses to test in Australian care.

Read the brief

The starting point is Jeffrey Pfeffer’s 2015 Stanford GSB case on Amir Dan Rubin. Its public abstract describes a financially stable organisation before Rubin and the importance of leadership support and culture. We have not acquired the complete licensed case. A separate 2019 presentation involving Stanford Children’s describes daily-management routines; it is a different organisation and period. Neither source establishes Australian aged-care outcomes or isolates management-method causation. Start with one workflow, a baseline, staff and lived-experience input, protected improvement time and explicit stop criteria.

Stanford GSB public case abstract ↗

Source framing checked 26 October 2026; verify changing requirements at the original source before use.

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EVIDENCE BRIEF

Less duplicate reporting, stronger follow-through

Measure the work before removing a reporting step. Preserve escalation and evidence.

Read the brief

A reporting improvement should show where information is first captured, who uses it, which entries are repeated and what decision follows. Record actual observation time, hand-offs, errors and unresolved issues. Toyota’s description of its production system provides a cross-industry reference for making problems visible and improving flow; transfer to care is a proposal, not established clinical evidence. Test a single change synthetically first. Keep required reporting, urgent escalation and a workable fallback. Evaluate staff burden, missing information and care experience alongside minutes saved.

Toyota: Toyota Production System ↗

Source framing checked 26 October 2026; verify changing requirements at the original source before use.

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EVIDENCE BRIEF

Capacity is valuable. Cash needs its own evidence.

A full-cost scenario should keep time, cash, quality and unmet need visible separately.

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If 80 issues a week take six minutes less to record, the illustrative capacity released is eight hours a week, or 416 hours over 52 weeks. Multiplying those hours by $55 gives $22,880 of capacity value, not a reduction in expenditure. A cash saving needs evidence of a cost that actually falls without transferring burden or losing needed care. Count transition, backfill, integration, training, support and governance. Keep restricted funding purposes separate. The Department’s provider resources are a starting point for checking current programme requirements; this worksheet does not determine eligibility, claimable amounts or lawful reallocation.

Department of Health, Disability and Ageing: aged care ↗

Source framing checked 26 October 2026; verify changing requirements at the original source before use.

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EVIDENCE BRIEF

Make AI useful by making its work inspectable

Use bounded tasks, visible sources, deterministic arithmetic and accountable human review.

Read the brief

The OAIC’s guidance on commercially available AI products calls for organisations to understand privacy implications and assess how information is handled. For this pilot, use only non-identifying operational documents. Review extraction before sending it for analysis, check original sources and retain a human decision-maker. Documents and web pages can contain misleading instructions; they are evidence inputs, not authority over the assistant. The workbench produces drafts and cannot change care records, approve compliance or make funding decisions. Our Sydney authentication/storage project does not establish Australian-only AI processing.

OAIC: privacy and commercially available AI ↗

Source framing checked 26 October 2026; verify changing requirements at the original source before use.

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Twelve questions from the operator’s desk.

Worked answers use synthetic figures and general methods. They are not funding, legal or clinical determinations.

How do we know what a service really costs?

Choose a consistent period and service unit. Include direct work, travel where relevant, administration, supervision, overhead and implementation costs. For an illustrative $1.3 million annual cost and 12,000 units, the current cost is $108.33 per unit. Check the cost allocation with your finance lead.

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Can time saved be treated as profit?

No automatic conversion is justified. Eight hours released each week can support care, capacity or reduced burden. Record a cash saving only when an actual expense falls and the effect on care and workload has been checked.

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How do we compare a proposed roster?

Compare paid hours, coverage assumptions, loaded rates, agency costs and transition costs on the same basis. For example, 635 hours plus ten agency hours against 620 required gives 25 hours of nominal headroom. That does not establish safe staffing.

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Where should we start reducing paperwork?

Observe one workflow. Follow an issue from first capture to verified closure. With 80 weekly issues and six repeated minutes per issue, the illustrative opportunity is eight hours a week. Preserve required reporting and test one duplicate step.

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How do we turn a policy concern into action?

Separate the requirement, policy statement and evidence of practice. If a procedure requires immediate escalation but a log lacks timestamps, ask for evidence and assign a review. An absent timestamp alone does not prove the escalation did not occur.

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What should a board paper ask directors to decide?

State the decision and boundaries. For example: approve a four-week synthetic workflow test, subject to a confirmed $5,000 budget and privacy review. Include alternatives, unresolved evidence, safeguards and an accountable sponsor.

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What belongs in a 90-day improvement plan?

Start with a bounded aim and baseline; use the middle period for an approved test; finish with a stop, adapt or replicate decision. Track safety, experience and workload alongside time and cost.

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How do we challenge a technology ROI claim?

Ask which benefits are cash, which are capacity and which remain assumptions. For $40,000 upfront cost, $18,000 annual running cost and $24,000 annual cash benefit, simple payback is about 6.67 years. Three-year net cash is negative $22,000.

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What makes a risk action complete?

Define an owner, due date, control and evidence for closure. For an ownership risk, sample issues for named responsibility, escalation and verified completion. A numerical score does not itself show the control works.

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How can we protect staff time for improvement?

Make the time and backfill cost explicit. As an example, two people spending one hour weekly for four weeks is eight hours of effort before any training or review. Ask who covers the work and what will be deferred.

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Can we use AI to review an operational report?

Use non-identifying material within the private pilot. Preview and redact extracted text, specify the question and verify every consequential claim. Keep individual care records and HR cases out of the workbench.

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How do we make a useful case for government?

Bring a bounded model, transparent cost assumptions, lived-experience input and actual evaluation results when available. Identify what current rules permit and what would require policy change. Do not present synthetic scenarios as provider results.

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Work through your own question →Current source desk →