RESEARCH SYSTEM ACTIVE
Nordic Equity Research

AI-Quantitative
Nordic Research Platform

A personal technology project exploring systematic equity research across Nordic public markets, powered by machine learning and quantitative analysis.

2026
Project Start
Nordic
Focus
Multi-Factor
Approach
Systematic
Methodology
Research Methodology About This Project
Scroll
System Status

Research Infrastructure

Market Coverage
Nordic
Sweden · Norway · Denmark · Finland
Analytical Approach
Quantitative
Multi-factor scoring framework
Infrastructure
AI-Driven
Automated research pipeline
Data Depth
Deep
Historical fundamentals + market data
Important Notice
This is a personal research and technology project. All system outputs displayed on this platform are experimental and for technology demonstration purposes only. They do not constitute investment research, recommendations, or advice of any kind. No investment decisions should be made based on any content on this site.
Research Methodology

How the System Works

// UNIVERSE
Comprehensive Nordic Coverage
A broad universe of listed equities across Sweden, Norway, Denmark, and Finland — continuously monitored and filtered for analytical suitability.
OMX StockholmOslo BørsNasdaq CopenhagenNasdaq Helsinki
// SCORING
Proprietary Multi-Factor Ranking
A proprietary systematic framework evaluates companies across multiple quantitative dimensions. The model identifies relative positioning across the universe through independent signal construction.
ProprietaryMulti-DimensionalSystematic
// DATA
Institutional-Grade Data Infrastructure
Deep historical data, market information, and forward-looking inputs — integrated into a unified pipeline that processes automatically on a regular schedule.
Historical DataMarket DataForward Inputs
// RESEARCH
AI-Augmented Conviction Building
Quantitative signals are supplemented by AI-powered qualitative analysis — examining scenarios, risk factors, and key sensitivities to build a more complete analytical picture.
Scenario AnalysisRisk AssessmentAI-Augmented
Research System

System Output

Weekly Market Wrap
In Development
Nordic Equity Analysis — System Demo
The research pipeline processes macro developments, earnings data, and Nordic market developments through a series of specialised AI agents. These outputs are experimental and for technology demonstration purposes only — they do not constitute investment research or recommendations.
Coming soon
Weekly Reports
Starting March 2026
Position Notes
Published on Entry
About

What is
Praeda Capital?

Praeda Capital is a personal research and technology project exploring how AI and quantitative methods can be applied to systematic equity analysis across Nordic public markets. This is not an investment fund, advisory service, or solicitation of any kind.

The infrastructure runs continuously — ingesting market data across Nordic listed equities, processing analytical scores, and generating research outputs automatically.

This platform documents the development and methodology of an experimental AI-driven research system, with full transparency into how the technology works.

Important Disclaimer
Praeda Capital is a personal research and technology project operated for educational purposes only. It is not a registered investment fund, investment adviser, or broker-dealer. Nothing on this website constitutes financial advice, a recommendation to buy or sell any security, an offer to invest, or a solicitation of any kind. No investment decisions should be made based on any content published here. Any quantitative scores, rankings, or model outputs displayed are experimental research outputs and should not be interpreted as investment recommendations. The operator is a FINRA-registered representative employed by a broker-dealer; this project is a personal educational endeavour conducted independently and does not represent the views, research, or recommendations of any employer or affiliated institution.
Why Nordic?

An interesting market for
quantitative research.

Structurally Under-Covered
Nordic mid-caps receive a fraction of the analyst attention of their European peers. Less coverage creates an interesting research environment for testing systematic, data-driven analytical approaches.
High-Quality Corporate Governance
Scandinavian governance standards are among the strongest globally. Companies tend to be capital-disciplined, transparent, and founder-influenced — characteristics that make them interesting subjects for quantitative analysis.
Rich in Both Longs and Shorts
The region hosts world-class industrials, healthcare, and technology companies alongside speculative small caps and structurally challenged businesses — an interesting universe for testing quantitative research methodologies.
Contact

Get in Touch

This is a personal technology and research project. For questions about the methodology or technology behind this platform, reach out below.

Praeda Research Dashboard
SYSTEM OPERATIONAL
System Status
Active
Experimental metric
Pipeline
Active
Experimental metric
Engine
Live
Experimental metric
Coverage
Full
Experimental metric
Universe
Nordic
Listed equities
Top Long
Loading...
Last Scored
Multi-factor model
SYSTEM STATUS BRIEF
HIGH PRIORITY
No open positions — track record not yet started
System fully operational. Research pipeline operational. Scoring engine ran successfully across the Nordic universe. Data pipeline healthy — next automated run scheduled.
Generated · System Launch · Feb 2026
ACTION REQUIRED
Change dashboard password before sharing
Current password is still the default. Update in index.html before any external access.
Security · Immediate
INFO
First weekly intelligence report due Monday 02 Mar
Orchestrator scheduled for Monday 07:00 CET. Will generate 7-agent market wrap + CIO letter. Instagram content ready for publication.
Content · Automated
SYSTEM METRICS (EXPERIMENTAL)
Total Return
System operational Mar 2026
Sharpe Ratio
Annualised
Max Drawdown
Experimental metric
Win Rate
Closed trades
RESEARCH SYSTEM — COMPLIANCE NOTICE System operational March 2026
RESEARCH OUTPUTS ONLY — NOT INVESTMENT PERFORMANCE DATA
All metrics shown are experimental research system outputs for technology demonstration purposes only.
RESEARCH SCORES OUTPUT
DirTickerNameEntry DateEntry PriceCurrentP&L %Status
NO POSITIONS — THIS IS A RESEARCH PROJECT, NOT A TRADING FUND
▲ Top Long Candidates
▼ Top Short Candidates
#TickerNameF1F2F3F4Composite
#TickerNameF1F2F3F4Composite
Industrials Desk
Sector Research Desks
Full Nordic coverage
Coming Soon
Coverage
Nordic Universe Coverage
Standardised research output format
In Development
Portfolio Manager
PM Synthesis Layer
Research + Quant + Risk → Decision
Planned
RESEARCH SYSTEM — IN DEVELOPMENT
Sector-based coverage · Nordic universe · automated research output
Loading logs...
ACCEPTED DATA TYPES
Bloomberg Export
.xlsx · market data imports
Short Interest
.csv/.xlsx · regulatory data
Ownership Data
.xlsx · ownership data
Custom News / PDFs
.pdf/.txt · research documents
Drop files here or click to browse
Supported: .xlsx · .csv · .pdf · .txt
System will auto-detect type and route to correct database table
INGESTION LOG
Waiting for upload...
Research System
7-Agent Market Wrap — Template Ready
Launches Monday 02 Mar 2026
Scheduled
Instagram Carousel
Top 5 Longs + Top 5 Shorts
Not published externally
Scheduled
FINRA Compliance
All Outputs Gate-Checked
Research distribution rules · disclaimers
Coming Soon
Legal Wrapper
Auto-Disclaimer on Every Report
PDF output with Praeda branding
Coming Soon
Position Note
First Trade — Pending Selection
On first position entry
Pending
PDF Reports
Branded Research Output
Praeda colors · logo · watermark
Coming Soon
SYSTEM ARCHITECTURE · AUTONOMOUS RESEARCH PIPELINE
Executive Layer
CEO Agent
Daily briefing · priority actions · system oversight
C1
Gate
FINRA Compliance Agent
FINRA Rule 2241 · research distribution rules · social media oversight · all outputs reviewed before publication
C2
Gate
Legal Wrapper Agent
Auto-disclaimers on every output · PDF branding · Praeda Capital format · logo · watermark · page numbers
Master Controller
Orchestrator
run_orchestrator.py · coordinates all pipelines
06:00 · Daily
Daily Pipeline
07:00 · Monday
Weekly Pipeline
23:00 · Sunday
Maintenance
① Data Acquisition
01
Daily
Price Data Agent
Daily price data · Nordic universe
02
Weekly
Estimates Agent
Consensus estimates · Nordic universe
03
Weekly
Fundamentals Agent
Fundamental data · historical depth
04
Daily
Import Ingestion
External data imports · supplementary sources
② Equity Research Team (8 Sector Desks)
05
Weekly
Industrials Desk
Nordic industrial companies · standardised notes
06
Weekly
Financials Desk
Nordic financial companies · standardised notes
07
Weekly
Healthcare / Pharma Desk
Nordic healthcare companies · standardised notes
08
Weekly
TMT Desk
Nordic TMT companies · standardised notes
09
Weekly
Energy & Materials Desk
Nordic energy & materials companies · standardised notes
10
Weekly
Real Estate Desk
Nordic real estate companies · standardised notes
11
Weekly
Consumer Desk
Nordic consumer companies · standardised notes
12
On Demand
PM Synthesis Agent
Combines research + quant + sentiment + risk → investment decision memo
③ Scoring & Ranking
13
Daily
Scoring Engine
Proprietary multi-factor scoring · Nordic universe
14
Daily
Snapshot Archiver
Score archive · historical snapshots
15
On Demand
Coverage Analyst
Data gap monitoring · flags stale data · triggers backfill
④ Risk & Portfolio
16
Daily
Risk Monitor
Fast scan · concentration · factor exposure · drawdown · volatility
17
Weekly
Risk Monitor (Full)
Monday full report · Claude narrative · tail risk · stress scenarios
18
Daily
Treasury Agent
Cash allocation · margin utilisation · position sizing · capital deployment
19
On Demand
Devil's Advocate
Pre-trade adversarial review · bear case · counter-signals · red flags
⑤ Intelligence & Research Output
20
Daily
News Agent
Multi-source aggregation · sentiment analysis
21
Monday
Research System
Multi-section research package
22
Weekly
News Weekly Wrap
Week's top stories per sector · market narrative · feeds weekly intelligence
23
On Demand
Earnings Calendar
Tracks Nordic company earnings dates · flags week ahead · auto-triggers Devil's Advocate
⑥ Output, API & Maintenance
24
API
Flask API
Live data · /scores · /positions · /logs · /status · systemd 24/7
25
On Demand
Performance Tracker
P&L · Sharpe · drawdown · win rate · trade history
26
Weekly
Data Quality Check
Coverage validation · stale flags · data_quality_log
27
Sunday
Database Vacuum
SQLite VACUUM · space reclaim · integrity check · 23:00
28
Weekly
Universe Expansion
New companies · delistings · IPOs · corporate actions · peer groups
⑦ Infrastructure
Hetzner CAX11 · Helsinki
Cloud VPS · Helsinki
SQLite Database
Structured database · historical fundamentals + market data
Cloudflare · praedacapital.com
CDN · SSL · API routing
Anthropic · Claude Sonnet
Research generation · analytical agents
Data Provider Pro+
Nordic market data provider
Cron + Systemd + Nginx
Scheduled pipelines · auto-restart
Data Acquisition
Equity Research
Scoring
Risk & Portfolio
Intelligence
Output
Compliance / Legal
PRAEDA CAPITAL · SYSTEM ARCHITECTURE