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Tech-study-notes

Fact Checking

This section covers investigative journalism methodologies, focusing on source verification, data validation, and fact-checking processes.

Sourcing strategies

The key principle is to prioritize lived experience and direct involvement over secondhand accounts.

The authoritative sources are the primary ones:

Then there are non-authoritative sources, which have to be used selectively:

Evidence and verification

Background checking sources

For sources WITH digital presence:

For sources WITHOUT digital presence (e.g. poorer countries where many lack smartphones/electricity):

Types of evidence to gather

Evidence TypeExample from a Namibia Case
Direct ObservationReporters witnessing open defecation in backyards
Physical DocumentationHeadmistress showing attendance records (60% absenteeism during menstruation)
Government DocumentsSanitation plans, ministry reports showing discrepancies
Visual DocumentationPhotographs of non-functional toilets, unsafe conditions
Testimonial EvidenceVictims describing robbery risks when using unsafe areas at night

Bias assessment

Questions to ask:

Data analysis and contextualization

Data verification principles

Always question how/when/what data was collected.

Granularity and nuance

Avoid oversimplification. Break down national statistics. Example:

National Average: 47% of a known phenomenon in Namibia, but:
โ”œโ”€โ”€ Rural areas: 70%+
โ”œโ”€โ”€ Informal settlements near capital: ~40%
โ””โ”€โ”€ Capital city proper: Near 0%

Data sources hierarchy

Most reliable:

Requires additional vetting:

Red flags:

Digital Verification: Images, Video & AI

Image verification

Visual inspection:

Technical verification:

  1. Reverse image search: Use Google Images or TinEye

    • Check if image appears on legitimate news sites
    • Identify if used in conspiracy contexts
    • Find earliest/original posting
  2. Metadata analysis:

    • Use tools like exifdata.com or Photoshop
    • Check timestamps, camera information, location data
    • Warning: Metadata can be manipulated
  3. Advanced analysis:

    • Tools like Image Edited (pixel-level analysis)
    • Look for manipulation artifacts

Video verification

Red flags:

Process:

  1. Check if competitor outlets have posted same footage
  2. Watch multiple times for inconsistencies
  3. Take screenshots for reverse image search
  4. Use tools like InVID to find original poster and timeline

AI-Generated content detection

Human features to examine:

FeatureAI artifacts to look for
HandsExtra fingers, unnatural positioning
TeethUniform, unrealistic appearance
Eyes“Demonic” or unnatural gaze
AccessoriesGlasses, jewelry with odd distortions
Skin TextureOverly airbrushed or inconsistent

Video-specific AI indicators:

Interview best practices

Recording and documentation

Use video when possible (captures body language), otherwise audio recording of every interview.

Get spelled out:

Follow-up protocol

It’s critical for investigative stories: before publicating anything, re-interview key sources, acknowledge updates (e.g., new government sanitation plan discovered)

Transcription and organization

  1. Transcribe all interviews
  2. Highlight key quotes and information
  3. Indicate which interviews were actually cited in final story
  4. Review context around quotes to avoid misrepresentation

Editorial fact-checking process

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚           EDITORIAL FACT-CHECKING FRAMEWORK            โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  1. VERIFY       →  All statements are factual         โ”‚
โ”‚  2. INVESTIGATE  →  Credibility of sources confirmed   โ”‚
โ”‚  3. DOCUMENT     →  All sourcing preserved             โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Verification Steps

For Non-Human Sources:

For Human Sources:

Source Vetting (Editor Level)

Deep dive when:

Fairness and precision standards

The “Step Back” assessment

QuestionApplication
Is it precise?All numbers current? Names spelled correctly? Calculations verified?
Is it clear?Would someone with zero knowledge understand? Terms defined? Acronyms explained?
Is it fair?Value judgments avoided? Both sides represented? Limitations transparent?
Is it complete?Missing any complicating details? All accused parties given opportunity to respond?

Avoiding common pitfalls

Superlatives to avoid (almost always inaccurate):

Value Judgments (Let facts speak):

Transparency about limitations

Acknowledge:

Organizational Best Practices

Source Management

Running List Should Include:

Digital Folder Structure

Investigation_Folder/
โ”œโ”€โ”€ Sources/
โ”‚   โ”œโ”€โ”€ Interviews/
โ”‚   โ”‚   โ”œโ”€โ”€ Transcriptions/
โ”‚   โ”‚   โ””โ”€โ”€ Audio_Files/
โ”‚   โ”œโ”€โ”€ Contact_Info/
โ”‚   โ””โ”€โ”€ Background_Research/
โ”œโ”€โ”€ Data/
โ”‚   โ”œโ”€โ”€ Government_Reports/
โ”‚   โ”œโ”€โ”€ UN_Data/
โ”‚   โ””โ”€โ”€ Calculations/
โ”œโ”€โ”€ Documents/
โ”‚   โ”œโ”€โ”€ PDFs/
โ”‚   โ””โ”€โ”€ Screenshots/
โ””โ”€โ”€ Drafts/
    โ”œโ”€โ”€ Chapter_Drafts/
    โ””โ”€โ”€ Final_Edits/

Citation Format

For each fact, maintain:

Special Considerations

Small Community Reporting

Challenge: Sources may refuse future cooperation if portrayed negatively

Mitigation Strategies:

Expedited Fact-Checking

When Timeline is Compressed:

Cross-Cultural Reporting

Language Considerations: