SALT LAKE CITY - s4story -- Dr Dawn Daras of Marie Daras LLC releases the Executive Risk Dashboard – a real‑time risk‑monitoring solution that spots compliance threats before they escalate.

Real‑time monitoring of internal communications, spending, and compliance signals. Deploy in ≤ 5 days.

The Problem (Why It Matters)

• Costly lawsuits: Sexual‑harassment and discrimination claims continue to rise, averaging $800 K per case for midsize enterprises. Those figures ignore the indirect costs of reputation damage, employee turnover, and lost productivity.
• Uncontrolled spend: Companies that lack automated expense oversight lose roughly 5 % of their total budget each year to over‑limit or personal‑use expenditures that go undetected until the next fiscal review.
• Reactive investigations: Traditional investigative workflows require weeks of manual data collection, during which evidence can be altered, witnesses become unavailable, and the organization's credibility erodes.
• Blind spots: Without advanced analytics, HR and compliance teams cannot identify early warning signals hidden in chat logs, email threads, or expense‑report patterns. This creates a reactive culture where issues are addressed only after they have caused measurable harm.

Introducing the Executive Risk Dashboard

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The Executive Risk Dashboard consolidates internal communications, financial transactions, and compliance metadata into a single, intuitive interface. Leveraging machine‑learning classifiers trained on industry‑specific risk indicators, the platform delivers instant alerts when it detects:

1. Harassment or discriminatory language in Slack, Teams, or email streams.
2. Expense anomalies such as repeated out‑of‑policy purchases, unusually large reimbursements, or spending spikes that deviate from established baselines.
3. Policy‑violation patterns that correlate across communication channels and financial data, highlighting systemic issues before they become litigation‑level incidents.

All alerts are presented with contextual evidence—snippets of the offending message, transaction details, and a risk score—so investigators can act decisively without sifting through raw logs.

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Live Demonstration

Experience the dashboard in action by visiting the public Streamlit demo:

Executive Risk Dashboard – Streamlit Demo (https://youtu.be/Pkt-rzdHnu4?si=EXS1JfowJDJoIMd_)



The demo showcases real‑time alert generation, drill‑down investigation views, and customizable risk‑scoring dashboards. No login is required.