Data Model

Overview

Narrative extracts and labels over 40 relevant data points to generate rich, structured matter profiles. These data points fall into four categories:

  1. Core Metadata — Basic matter identifiers and descriptors

  2. Phase-Level Analytics — Breakdown by stage, task, and timeline

  3. Resource Analytics — Team composition and staffing patterns

  4. Contextual Outcomes — Results, benchmarks, and pricing KPIs


Core Metadata

Note: references to inferred sources is a reference to the information inferred from the time entries

Data Point
Description
Source

matter_id

Unique identifier

Data Lake/PMS

matter_name

Matter name/description

Data Lake/PMS

client_name

Client identifier

Data Lake/PMS

client_industry

Client's industry/sector

Inferred/DMS

counterparty

Opposing party (if applicable)

Data Lake/DMS

practice_area

Primary practice area

Data Lake/PMS

matter_type

Specific matter type (M&A, Litigation, etc.)

PMS/Inferred

sector

Industry sector of the work

Inferred

jurisdiction

Primary jurisdiction

PMS/Inferred

multi_jurisdiction

Flag for cross-border matters

Inferred

currency

Primary billing currency

Data Lake/PMS

open_date

Matter start date

Data Lake/PMS

close_date

Matter completion date

Data Lake/PMS

duration_days

Total matter duration

Calculated

total_hours

Total hours worked

Data Lake/PMS

total_fees

Total fees at standard rates

Data Lake/PMS

total_fees_client

Total fees at client rates

Data Lake/PMS

tags

Keywords and classifications

PMS/Inferred


Phase-Level Analytics

For each phase identified in a matter:

Data Point
Description
Source

phase_name

Phase identifier (e.g., Due Diligence, Discovery)

Inferred

phase_order

Sequence position in matter lifecycle

Inferred

phase_start_date

When phase began

Inferred

phase_end_date

When phase completed

Inferred

phase_duration_days

Phase length

Calculated

phase_hours

Hours worked in phase

Calculated

phase_fees

Fees incurred in phase

Calculated

phase_percent_of_total

Phase as % of total matter

Calculated

key_tasks

Major tasks within phase

Inferred

key_deliverables

Work products produced

Inferred

phase_team

Roles involved in phase

Calculated

Fully Customizable Phase Taxonomy

Narrative does not force a rigid "one-size-fits-all" taxonomy. Instead, the phase model is fully customizable to match the specific workflow of each practice area. Below are examples of how detailed these taxonomies can be for specific matter types:

Debt Capital Markets Matters involving the issuance and management of debt securities for corporates and financial institutions.

  • Engagement, Intake & Information Controls

  • Deal Strategy & Structuring

  • Due Diligence & Disclosure Readiness

  • Principal Agreement Drafting, Pricing & Risk Allocation

  • Operational Ancillaries & Transition Arrangements

  • Regulatory Filings & Third-Party Consents

  • Signing-to-Closing Execution, Financing & Closing Mechanics

  • Post-Closing: True-Up, Claims & Integration

International Arbitration Matters involving the conduct and resolution of international arbitration proceedings from initiation to enforcement.

  • Initiation Phase

  • Constitution of the Arbitral Tribunal

  • Preliminary/Procedural Phase

  • Written Pleadings Phase

  • Document Production Phase

  • Fact and Expert Evidence Phase

  • Hearing Phase

  • Post-Hearing Phase

  • Deliberations and Award

  • Post-Award Phase

M&A Matters involving buy- or sell-side corporate transactions (acquisitions, disposals, carve-outs, mergers).

  • Origination & Mandate

  • Structuring & Strategy

  • Due Diligence

  • Regulatory & FDI Screening

  • Merger Control & Antitrust

  • Financing & Capital Markets

  • Transaction Documentation (SPA/TSA/RWI)

  • Data Privacy & Data Transfers (GDPR)

  • Separation & Day-1 Readiness

  • Closing & Post-Closing

Patent Litigation Matters involving the conduct and resolution of patent-infringement litigation proceedings from complaint to judgment and appeal.

  • Intake & Case Setup

  • Pleadings & Early Motions

  • Discovery

  • Claim Construction

  • Dispositive Motions

  • Pretrial & Trial

  • Post-Trial & Appeal

  • Parallel Proceedings (PTAB/ITC)

Real Estate Transactions Covers the end-to-end lifecycle of real estate asset and portfolio acquisitions, dispositions, and developments.

  • Origination & Mandate

  • LOI & Exclusivity

  • Structuring & Tax/JV

  • Property Due Diligence

  • Financing

  • Transaction Documentation

  • Consents & Approvals

  • Closing, Escrow & Recording

  • Post-Closing Filings & Onboarding

  • Adjustments & Claims


Resource Analytics

Data Point
Description
Source

team_size

Number of timekeepers

Calculated

hours_by_role

Hours breakdown by role level

Calculated

fees_by_role

Fees breakdown by role level

Calculated

leverage_ratio

Associate:Partner hours ratio

Calculated

blended_rate

Average hourly rate across matter

Calculated

rate_distribution

Rate spread (min, max, median)

Calculated

lead_partner

Primary responsible partner

Inferred

key_associates

Top contributors by hours

Calculated

utilization_pattern

How effort distributed over time

Calculated

Role Classification

Role Level
Typical Titles

Partner

Partner, Of Counsel, Director

Senior Associate

Senior Associate, Counsel, Managing Associate

Mid Associate

Associate (4-6 PQE)

Junior Associate

Associate (1-3 PQE), Trainee

Paralegal

Paralegal, Legal Assistant

Other

Project Manager, eDiscovery, Support


Contextual Outcomes

Data Point
Description
Source

outcome_type

Result category (Won, Settled, Closed, etc.)

DMS/Inferred

outcome_detail

Specific outcome description

DMS

deal_value

Transaction value (if applicable)

DMS/Inferred

value_band

Value category (e.g., £10-50M)

Calculated

settlement_amount

Settlement value (if applicable)

DMS

opposing_counsel

Opposing law firm(s)

Time entries/DMS

complexity_score

Relative matter complexity

Calculated

key_assumptions

Notable scope factors

Inferred

scope_notes

Complexity drivers, unusual factors

Inferred


Pricing KPIs

Data Point
Description
Calculation

actual_vs_budget

Budget variance (if budget available)

(Actual - Budget) / Budget

realization_rate

Collected / Billed

From PMS if available

write_off_amount

Total write-offs

From PMS

write_off_rate

Write-offs / Standard fees

Calculated

fee_per_phase

Average fee by phase type

Calculated

hours_per_phase

Average hours by phase type

Calculated

cost_efficiency

Fee per outcome unit (if applicable)

Calculated


Future SALI Alignment

We are actively working to map all matter types, practice areas, and task classifications to the SALI (Standards Advancement for the Legal Industry) taxonomy as part of our product roadmap:

  • Matter Types: Planned alignment with SALI Matter Type codes

  • Practice Areas: Planned alignment with SALI Legal Practice Area codes

  • Tasks: Planned alignment with SALI Task codes

This will ensure:

  • Consistency with industry standards

  • Interoperability with other SALI-compliant systems

  • Comparability with external benchmarks

  • Future-proofing as standards evolve


Data Quality Indicators

Each matter profile includes quality metadata:

Indicator
Description

data_completeness

% of expected fields populated

narrative_quality

Assessment of time entry descriptiveness

confidence_score

Overall confidence in enrichment accuracy

flags

Any data quality warnings

last_updated

When profile was last refreshed

This allows users to understand how much to trust each profile and identify matters that may need manual review.


Sample Matter Profile

{
  "matter_id": "M-2023-0456",
  "matter_name": "Project Atlas - Cross-Border Acquisition",
  "client_name": "TechCorp Inc",
  "practice_area": "Corporate/M&A",
  "matter_type": "Acquisition",
  "sector": "Technology",
  "jurisdiction": ["England & Wales", "Germany", "US-Delaware"],
  "multi_jurisdiction": true,
  "open_date": "2023-01-15",
  "close_date": "2023-07-30",
  "duration_days": 196,
  "total_hours": 2847,
  "total_fees": 1425000,
  "total_fees_standard": 1583000,
  "total_fees_client": 1425000,
  "deal_value": 85000000,
  "value_band": "£50-100M",

  "phases": [
    {
      "phase_name": "Due Diligence",
      "phase_hours": 892,
      "phase_fees": 446000,
      "phase_percent": 0.313,
      "phase_duration_days": 45,
      "key_tasks": ["Financial DD", "Legal DD", "Tax DD", "IP Review"],
      "key_deliverables": ["DD Report", "Risk Matrix"],
      "staff_mix": {
        "Partner": 0.10,
        "Senior Associate": 0.30,
        "Junior Associate": 0.50,
        "Paralegal": 0.10
      }
    },
    {
      "phase_name": "Negotiation",
      "phase_hours": 1204,
      "phase_fees": 602000,
      "phase_percent": 0.423,
      "phase_duration_days": 90,
      "key_tasks": ["SPA Drafting", "Disclosure Schedule", "Ancillary Docs"],
      "key_deliverables": ["Share Purchase Agreement", "Disclosure Letter"],
      "staff_mix": {
        "Partner": 0.20,
        "Senior Associate": 0.50,
        "Junior Associate": 0.30,
        "Paralegal": 0.00
      }
    },
    {
      "phase_name": "Closing",
      "phase_hours": 751,
      "phase_fees": 377000,
      "phase_percent": 0.264,
      "phase_duration_days": 61,
      "key_tasks": ["Condition Satisfaction", "Signing", "Completion"],
      "key_deliverables": ["Closing Checklist", "Completion Documents"],
      "staff_mix": {
        "Partner": 0.15,
        "Senior Associate": 0.35,
        "Junior Associate": 0.20,
        "Paralegal": 0.30
      }
    }
  ],

  "team": {
    "team_size": 12,
    "leverage_ratio": 3.2,
    "blended_rate": 500,
    "hours_by_role": {
      "Partner": 425,
      "Senior Associate": 1150,
      "Junior Associate": 890,
      "Paralegal": 382
    }
  },

  "outcome": {
    "outcome_type": "Closed",
    "outcome_detail": "Successfully completed",
    "opposing_counsel": "Freshfields",
    "complexity_score": "High"
  },

  "quality": {
    "data_completeness": 0.94,
    "narrative_quality": "Good",
    "confidence_score": 0.92,
    "flags": []
  }
}

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