BudgetPilot

Choose your role to continue. You can switch later from the top of the dashboard.

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Transactions
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Flagged
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RED
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YELLOW
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GREEN
0 flagged · sorted by z-score

Manager Dashboard

All flagged transactions across the organization · switch role
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Flagged
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RED
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YELLOW
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GREEN
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Pending
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RED $ at risk

Flag distribution

Flagged amount by category (stacked by flag)

Top requesters by RED count

Flags over time

AI-summarised themes

Click "Summarise themes with AI" to extract patterns from explanations.

RED

No summary yet.

YELLOW

No summary yet.

GREEN

No summary yet.

Flagged transactions

Date↕ Vendor Category Requester Amount Score Explanation Flag Rationale

Researcher Dashboard

Algorithm control, system-effectiveness analyses, and experimental policy deployment · switch role

System health snapshot

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Total flagged
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Manager reviews
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Documents uploaded
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Events logged

1. Override-rate analysis

How often the department manager reclassifies a previous AI decision. High rates mean the AI / team-member process and the manager disagree a lot - either trust is low or the policy is unclear.

2. Employee flag-risk ranking (logistic-style score)

Each team member scored on how often their classified expenses end up RED (or get downgraded by a department manager). Top of the list = highest risk.

3. Event study - effect of rule changes

For each rule-change event, compares the average flag/override rate in the 30 days before vs the 30 days after. A negative Delta means the rule reduced anomalies.

4. Parallel-trends test (treatment vs control)

For each experimental treatment, compares the change in flag rate from pre- to post- treatment in the targeted group vs everyone else (control). The Diff-in-Diff column estimates the treatment effect.

5. Institutional efficiency indicators

Charter-school operational metrics computed from the activity log + program roster.

AI Spending Check

A guided interview that classifies your expense without back-and-forth with your manager.