1---2name: journalism3description: News writing, investigative reporting, source verification, editorial standards, and fact-checking for journalists.4---5
6# Journalism Skill
7
8
9> News writing, investigative reporting, source verification, editorial standards, and fact-checking for journalists.
10
11## Core Principle
12
13Journalism's job is to tell the truth as completely and fairly as possible. Every story serves the public's right to know. Accuracy is non-negotiable — speed is secondary.
14
15## News Writing Fundamentals
16
17### The Inverted Pyramid
18
191. **Lead (Lede)** — Most important facts: Who, What, When, Where, Why, How
202. **Key details** — Context, quotes, supporting evidence
213. **Background** — History, related events, lesser details
22
23The reader should get the essential story from the first paragraph alone.
24
25### Lead Types
26
27| Type | Use When | Example Pattern |
28|------|----------|----------------|
29| **Hard news** | Breaking/spot news | WHO did WHAT at WHERE on WHEN |
30| **Delayed** | Feature/narrative | Scene-setting, character introduction |
31| **Summary** | Complex stories | Synthesize multiple elements |
32| **Anecdotal** | Human interest | Start with one person's experience |
33| **Question** | Rarely (avoid) | Only when genuinely provocative |
34
35### AP Style Quick Reference
36
37| Rule | Correct | Incorrect |
38|------|---------|-----------|
39| Numbers < 10 | five people | 5 people |
40| Numbers ≥ 10 | 15 people | fifteen people |
41| State abbreviations | Calif., Texas | CA, TX (except datelines) |
42| Titles before name | President Biden | president Biden |
43| Titles after name | Joe Biden, president | Joe Biden, President |
44| Time | 3 p.m. | 3 PM, 3:00 p.m. |
45| Dates | March 9, 2026 | March 9th, 2026 |
46
47## Source Verification
48
49### Source Hierarchy
50
51| Tier | Source Type | Reliability | Verification Need |
52|------|-----------|-------------|-------------------|
53| 1 | Primary documents | Highest | Authenticate provenance |
54| 2 | Direct witnesses/participants | High | Corroborate with second source |
55| 3 | Expert analysis | Medium-High | Confirm credentials, check for conflicts |
56| 4 | Secondary reports (other media) | Medium | Verify independently before citing |
57| 5 | Anonymous sources | Variable | Editor approval, corroboration required |
58| 6 | Social media posts | Low | Verify identity, context, authenticity |
59
60### Two-Source Rule
61
62- Every factual claim should be confirmed by at least two independent sources
63- Independent = not derived from the same original source
64- Exceptions: official documents, on-record statements, direct observation
65
66### Fact-Check Tracker
67
68```yaml
69story: "City council approves budget"
70deadline: "2026-04-14 18:00"
71claims:
72 - claim: "Budget is $4.2 billion"
73 sources:
74 - type: "Primary document"
75 ref: "Budget proposal PDF"
76 verified: true
77 - type: "Official statement"
78 ref: "Finance director quote"
79 verified: true
80 status: "confirmed"
81 - claim: "Largest increase in 10 years"
82 sources:
83 - type: "City records"
84 ref: "Historical budget data"
85 verified: true
86 - type: "Secondary"
87 ref: "2016 Observer article"
88 verified: false
89 status: "pending verification"
90```
91
92### Source Attribution
93
94| Attribution | Use When |
95|------------|----------|
96| **On the record** | Default — named source, direct quotes |
97| **On background** | Information usable, source described but not named |
98| **Deep background** | Information usable, no attribution at all |
99| **Off the record** | Cannot be used in any form (establish BEFORE conversation) |
100
101**Always**: Clarify attribution terms before the conversation, not after.
102
103## Fact-Checking Protocol
104
105### Pre-Publication Checklist
106
1071. ☐ All names spelled correctly (verify against official sources)
1082. ☐ All numbers verified (dates, statistics, amounts, addresses)
1093. ☐ All quotes accurate (audio/transcript confirmed)
1104. ☐ Claims attributed to sources or verified independently
1115. ☐ Headline accurately reflects story content
1126. ☐ Context provided for statistics (base rate, time period, methodology)
1137. ☐ Opposing viewpoints sought and included where relevant
1148. ☐ Potential defamation reviewed (truth, public interest, fair comment)
115
116### Statistical Literacy
117
118| Red Flag | Question to Ask |
119|----------|----------------|
120| Percentage without base | Percent of what? (10% of 10 vs. 10% of 10M) |
121| Correlation claimed as causation | What confounders exist? |
122| Cherry-picked time period | What does the full dataset show? |
123| Survey results without methodology | Sample size? Margin of error? Who funded it? |
124| "Studies show" without citation | Which study? Peer reviewed? Replicable? |
125
126## Investigative Reporting
127
128### Investigation Framework
129
1301. **Hypothesis** — What do you suspect, and why?
1312. **Document trail** — FOIA requests, court records, corporate filings, financial disclosures
1323. **Human sources** — Insiders, whistleblowers, affected parties, experts
1334. **Data analysis** — Public databases, leaked datasets, data journalism tools
1345. **Pattern recognition** — Connect dots across documents, timelines, relationships
1356. **Confrontation** — Give the subject fair opportunity to respond
1367. **Legal review** — Pre-publication review for defamation, privacy, source protection
137
138### Public Records Toolkit
139
140| Record Type | Source |
141|------------|--------|
142| Corporate filings | SEC EDGAR, state SOS databases |
143| Property records | County assessor/recorder |
144| Court records | PACER (federal), state court portals |
145| Campaign finance | FEC, state election commissions |
146| Government contracts | USAspending.gov, SAM.gov |
147| Nonprofit finances | IRS Form 990 (ProPublica Nonprofit Explorer) |
148| Environmental data | EPA Enforcement, Toxic Release Inventory |
149
150## Ethical Standards
151
152### SPJ Code of Ethics (Four Principles)
153
1541. **Seek truth and report it** — Accuracy, context, transparency about methods
1552. **Minimize harm** — Balance public interest against potential damage
1563. **Act independently** — Avoid conflicts of interest, refuse gifts
1574. **Be accountable** — Acknowledge mistakes, correct promptly
158
159### Correction Protocol
160
161| Severity | Action |
162|----------|--------|
163| Minor factual error | Correction appended, original text updated |
164| Significant factual error | Editor's note at top, original text updated |
165| Fundamental error affecting thesis | Retraction or major revision with prominent notice |
166| All corrections | Date-stamped, transparent about what changed |
167
168## Digital & Multimedia Journalism
169
170### Verification of Digital Content
171
172- **Reverse image search** — Google Images, TinEye to check origin
173- **EXIF data** — Check photo metadata for date, location, device
174- **Geolocation** — Cross-reference landmarks, shadows, signs with claimed location
175- **Video verification** — Frame analysis, audio consistency, compression artifacts
176- **Social media verification** — Account age, posting history, network analysis
177
178### Data Journalism Principles
179
180- Show your work: publish methodology and datasets when possible
181- Visualizations must not misrepresent data (avoid truncated axes, misleading scales)
182- Acknowledge limitations of the data
183- Peer review analysis before publication
184
185## AI in Journalism — Guardrails
186
187- AI can assist with: document analysis, data processing, transcription, translation
188- AI must never: fabricate quotes, generate fake sources, write opinion as news
189- All AI-assisted reporting must be disclosed to editors and readers
190- AI-generated images must never be used as documentary evidence
191- Every AI-generated draft must be verified line by line against source material
192- The journalist remains solely responsible for accuracy