Learning Center~10-min quick start

Turn political violence data into actionable intelligence.

Remarks OPV Monitor gives you verified, structured intelligence on political violence — helping you understand what happened, identify who is involved, recognize emerging signals, assess wider implications, and monitor what matters.

  • Understand what happened and where
  • Identify actors and their connections
  • Recognize emerging signals before incidents
  • Assess sectoral and supply-chain impact
  • Monitor actors, countries, and topics
  • Investigate using structured data and AI
Explore the Monitor

Quick Start

~10 minutes

The core Remarks OPV workflow in 10 minutes

Seven steps that take you from a blank screen to a fully active monitoring setup. Follow along in the Monitor as you go.

Step 1 of 7

Understand the Overview

The Overview is the Monitor's home page. It shows total incident volume, country-level pressure scores, recent incidents, and sector outlook — all in one view. Start here every session to orient yourself before diving deeper. Look at which countries have elevated pressure, whether incident volume is rising or falling, and which sectors are under stress.

Try it now

Check today's situation: how many incidents are recorded in the current timeframe? Which country shows the highest pressure?

Open Overview

Use Cases

What do you want to accomplish?

Remarks OPV is built around real analytical goals. Choose what matters to you and learn how the Monitor helps you do it.

  • Understand an event

    10 min

    Something happened. What happened, where, and who was involved?

    Find the verified incident record, read the full structured detail — actors, location, consequences, and sources — and follow connections to related events and actors.

  • Track an actor

    15 min

    What has this actor been involved in and who are they connected to?

    Open an actor's full profile to see their documented incident history, organizational affiliations, network connections, and any active signals involving them.

  • Understand escalation

    20 min

    Is activity becoming more serious or changing?

    Track trends in incident volume, severity, and actor activity — and read analyst assessments of whether the situation is escalating, stabilizing, or shifting.

  • Assess sector exposure

    15 min

    How could current political violence affect a sector or supply chain?

    Quantify direct sector impact from incidents, then trace how disruption propagates downstream through connected sectors and supply chains.

  • Ask an intelligence question

    5 min

    I have a specific question. What does the Remarks database show?

    Type your question in plain English and get a structured answer with citations — actor counts, incident patterns, trend analysis — drawn directly from the Remarks database.

    Workflow path

    1. Ask OPV AI
  • Monitor something over time

    10 min

    How do I avoid checking manually every day?

    Create a watchlist for the actors, countries, sectors, or topics you care about. My Desk surfaces new matching incidents automatically — and the Delta Briefing shows exactly what changed since your last session.

  • Brief a decision-maker

    20 min

    I need to understand what changed and explain it quickly.

    Use the Delta Briefing to see what changed since your last session, draw on Intelligence briefs for structured analytical context, and cite specific incident records for evidentiary grounding.

Feature Guides

Learn the Monitor

A complete reference guide for every major feature — what it is, why to use it, and how to use it effectively.

Core Features
Analysis Tools
Monitoring & Alerts
Data & Methodology

Overview

Your real-time dashboard of political violence across the Monitor's coverage area.

Use when: You want to know what is happening right now — overall incident volume, country pressure, sector trends, and emerging signals.

What it is

The Overview is the Monitor's home page. It shows a live picture of political violence activity across the covered geography, including total incident counts, country-level pressure scores, sector impact trends, and the most recently recorded incidents. It is designed to give you situational awareness in under two minutes.

Why you would use it

Start every session here to orient yourself before diving into specific incidents or analysis. The Overview tells you where to focus attention — which countries are experiencing elevated pressure, which sectors are under stress, and whether activity is escalating or stabilizing.

How to use it

  1. Read the headline metrics

    The top section shows total incidents over your selected timeframe, affected countries, involved actors, and aggregate severity. These numbers update with each sync cycle.

  2. Check the pressure map

    The map shows country-level activity density. Darker or more prominent countries indicate higher incident volumes and pressure scores. Click any country for a detailed country view.

  3. Review recent incidents

    The incident feed lists the most recently recorded incidents. Each card shows date, location, actor, tactic, and a brief description. Click any incident to open the full Incident Detail.

  4. Check sector outlook

    The sector panel shows which sectors are currently experiencing elevated impact. This is a summary view — use Sector Impact for full analysis.

Example

You arrive Monday morning and check the Overview. You see that incident volume in the West Bank has risen 18% week-over-week and that the Energy sector outlook has deteriorated. You click through to the relevant country view and then open recent incidents to understand what changed.

Things to know

  • Metrics reflect verified and classified incidents only — events under editorial review are not counted.
  • Country pressure scores are composite — they combine incident volume, severity, actor activity, and signal strength, not just raw incident counts.
  • The timeframe filter at the top of the page affects all metrics on the Overview.
  • Data is updated on a regular sync cycle — the last-updated timestamp is shown at the top of the page.

Watch the walkthrough

Welcome to Remarks OPV · ~1 min

Try it in the Monitor
Mental Model

How the Monitor works

Remarks OPV is a connected system, not a simple database. Every piece of information links to others — an Incident connects to Actors, who connect to Signals, which inform Intelligence, which feeds Sector Impact.

Incident

Verified event record — what happened, where, who, and when

Actors

Perpetrators and targets with profiles and networks

Sources

Evidence base and verification status

Signals

Early warning patterns — forward-looking from incident data

Intelligence

Analyst assessment synthesizing incidents, actors, and signals

Sector Impact

How violence translates into sectoral pressure

Exposure Chain

How disruption propagates across connected sectors

My Desk / Monitoring

Personal workspace — watchlists, saved items, Delta Briefing

The system is networked, not linear — Signals inform Incidents, Actors appear across Signals and Intelligence, and Ask OPV AI queries across all layers simultaneously.

Evidence layer

Incidents + Sources

Everything starts with verified Incidents — structured records of events with documented sources. This is the factual foundation. Every analytical output in the Monitor links back to specific Incident records.

Actor layer

Profiles + Networks

Actors (groups, individuals, organizations) are extracted from incident records, cross-referenced, and profiled. Their network connections reveal organizational relationships and co-occurrence patterns that are invisible at the incident level.

Signal layer

Signals (Strategic + Intercepted)

Signals are the forward-looking layer. They are derived from patterns across incidents and actors, processed threat communications, and analyst assessment of emerging conditions. A Signal may appear days or weeks before related incidents.

Analysis layer

Intelligence + Ask OPV AI

Intelligence briefs synthesize all lower layers into structured analytical products. Ask OPV AI lets you query across the whole system in plain English — retrieving and synthesizing relevant records with citations.

Impact layer

Sector Impact + Exposure Chain

The impact layer translates incident patterns into sectoral and operational consequences — quantifying how violence affects energy, water, infrastructure, and other sectors, and how disruption propagates downstream.

Monitoring layer

My Desk + Watchlists

My Desk ties the system together for ongoing work. Watchlists monitor actor, country, and sector criteria automatically. The Delta Briefing shows what changed since your last session — across all layers.

Video Academy

Watch the Monitor in action

Six short walkthroughs — from a 90-second overview to a complete workflow demonstration. Every video includes English captions and a full transcript.

Overview

Welcome to Remarks OPV

A 90-second introduction to the Monitor: what it is, how it is organized, what you can do, and where to start.

CaptionsTranscript
The series
0 of 6 watched

All videos will include English captions and full text transcripts. No essential learning information exists only in video — every guide in the Feature Library covers the same content in text form.

Methodology & Trust

Understanding Remarks data

Remarks OPV operates in layers. Understanding which layer you are working with matters — they represent different types of information with different confidence levels.

Layer 1

Recorded information

What sources report. This is the raw material: news reports, official statements, NGO documentation, and field reports. Remarks researchers locate, read, and assess these sources before any classification.

  • News article describing an armed attack
  • Official statement from a security authority
  • Field report from an NGO documenting property destruction
  • Verified social media documentation of an event

Layer 2

Structured Remarks data

How Remarks classifies and verifies. Source material is transformed into structured Incident records using the Remarks taxonomy — standardized categories for tactic, actor type, location, consequence, and severity. Each record links to its source.

  • Incident record with date, location, actors, and tactic classification
  • Actor record normalized across spelling variations
  • Source verification status (verified / partially verified / single source)
  • Confidence indicator based on source quality and triangulation

Layer 3

Analytical assessment

Interpretive and modelled outputs. Scores, signals, intelligence briefs, and sector impact calculations are analytical products — they involve judgment, modelling, and aggregation. They are derived from structured data but represent Remarks analyst interpretation.

  • Severity score (1–10) calculated from incident characteristics
  • Country pressure score aggregating multiple incident factors
  • Sector Impact score modelling how incidents translate to sector pressure
  • Intelligence brief with outlook assessment
  • Strategic Signal with analyst confidence rating

Layer 4

Ask OPV AI

AI-assisted interaction with Remarks data. Ask OPV AI retrieves and synthesizes structured Remarks records to answer specific questions. It does not generate information — it finds and organizes what is in the database. Citations link directly to the underlying records.

  • Query answer grounded in specific incident records
  • Actor activity summary with numbered citations
  • Trend analysis synthesizing multiple incident records
  • Always verify: click citations to confirm the underlying records

Key principles for accurate interpretation

Confidence ≠ certainty
Low Confidence means less evidential support, not incorrect information. Always note the Confidence level when using a record for significant claims.
Scores are models, not facts
Severity, Breadth, and Pressure scores are calculated outputs from a model. They reflect the inputs and weights at the time of calculation.
Outlook involves uncertainty
Analyst Outlook assessments are directional judgments, not predictions. They can be wrong — treat them as structured assessment, not forecast.
Coverage has boundaries
Remarks OPV covers defined geographies and actor types. Events outside coverage or without verifiable sources will not appear, which is not the same as not happening.
Data can be updated
Incident records may be updated when better information becomes available. Check the last-updated timestamp on important records.
AI retrieves, not generates
Ask OPV AI can only tell you what is in the Remarks database. If an event or actor is not in the database, the AI cannot describe it — and should not be asked to.
Glossary

Key terms

Definitions for every important term you will encounter in Remarks OPV.

20 terms defined. Can't find what you're looking for?

FAQ

Frequently asked questions

Political Violence
MONITORING.
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