Secondary Research Patterns
Source Categories and Quality Tiers
Tier 1: Primary Sources (Highest credibility)
- Government data (census, BLS, SEC filings)
- Academic peer-reviewed journals
- Company's own financial filings (10-K, 10-Q)
- Regulatory filings and court records
- Raw datasets from research institutions
Tier 2: Secondary Sources (High credibility)
- Established research firms (Gartner, Forrester, IDC, McKinsey)
- Industry associations and trade groups
- Central bank publications
- Major newspapers and wire services (FT, WSJ, Reuters)
- Think tanks (Brookings, Pew Research)
Tier 3: Tertiary Sources (Use cautiously)
- Wikipedia (verify primary sources; good for overview)
- Industry blogs and analyst commentary
- Press releases (marketing language; verify claims)
- Social media (signal detection only, not citation)
Data Sources by Domain
Business and Market Data
| Source |
Data Type |
Cost |
| Statista |
Market stats, consumer data, charts |
Paid ($600+/yr) |
| IBISWorld |
Industry reports, NAICS codes |
Paid (~$1,300/report) |
| Crunchbase |
Startup funding, company data |
Freemium |
| PitchBook |
VC/PE data, M&A |
Paid (institutional) |
| CB Insights |
Market trends, funding |
Freemium |
| FRED (Federal Reserve) |
Macro economic data |
Free |
| EDGAR (SEC) |
Public company filings |
Free |
| Bureau of Labor Statistics |
Employment, wages |
Free |
| Census Bureau |
Demographics, business |
Free |
Technology and IT Research
| Source |
Coverage |
| Gartner |
Magic Quadrant, Hype Cycle, forecasts |
| Forrester |
Wave reports, analyst opinions |
| IDC |
Market share, spending forecasts |
| Stack Overflow Survey |
Developer tools, languages |
| State of JS/CSS |
Frontend ecosystem |
| JetBrains Developer Survey |
Language popularity |
Academic Sources
| Database |
Coverage |
Cost |
| Google Scholar |
Academic papers, citations |
Free |
| JSTOR |
Journals and books |
Institutional/Paid |
| PubMed |
Biomedical and life sciences |
Free |
| SSRN |
Social sciences preprints |
Free |
| arXiv |
CS, physics, math preprints |
Free |
| ResearchGate |
Papers + author contact |
Free |
| Semantic Scholar |
AI-enhanced academic search |
Free |
Consumer and Demographic Data
| Source |
Coverage |
| Pew Research |
Attitudes, demographics, technology |
| Nielsen |
Media consumption, retail |
| Kantar |
Consumer panels, brand health |
| YouGov |
Public opinion, surveys |
| Morning Consult |
Real-time polling |
| Eurostat |
European statistics |
Research Process
Systematic Desk Research Protocol
1. Define the question precisely
- What specific claim or gap needs to be filled?
- What level of certainty is required?
2. Identify likely source types
- What type of data would answer this? (quantitative/qualitative)
- Who would collect/publish this data?
3. Search sequence
a. Government/regulatory (most authoritative)
b. Academic journals (peer-reviewed evidence)
c. Major research firms (market-specific)
d. Quality news sources (recent developments)
e. Industry sources (practitioner knowledge)
4. Triangulate
- Find 3+ independent sources supporting key claims
- Note when sources contradict — investigate why
5. Document sources meticulously
- URL, publication date, author, methodology notes
- Note when accessed (web content can change)
Search Operators for Research
Google advanced search:
site:gartner.com "cloud market" 2024
filetype:pdf "market report" "SaaS" 2023
"market size" "$" billion "CAGR" "2024" -site:press-release.com
Google Scholar:
"machine learning" "fraud detection" after:2021
EDGAR full-text search:
EDGAR → Full-Text Search → search 10-K filings
Source Credibility Assessment
CRAAP Test
| Criteria |
Questions |
| Currency |
When was it published/updated? Is it recent enough? |
| Relevance |
Does it answer your specific question? Right audience? |
| Authority |
Who created it? What are their credentials? |
| Accuracy |
Are claims supported? Peer reviewed? Citations present? |
| Purpose |
Why was it created? Marketing, advocacy, or informing? |
Red Flags
- No author or anonymous
- No publication date
- No citations or methodology
- Published by an organization with a financial stake
- Contradicted by multiple other sources
- Uses emotional language in factual claims
- URL ending in
.com for statistical claims (prefer .gov, .edu, .org)
Paywalled Content Access
Legitimate free options:
- Institutional library access (university alumni cards)
- Interlibrary loan
- Author's ResearchGate profile (often shares freely)
- Preprint on arXiv or SSRN
- Open Access version (Unpaywall browser extension)
- Google Scholar → "All X versions" for OA copy
- Email the corresponding author directly
Citation Management
Citation Formats
APA 7th (common in business and social science):
Smith, J. A., & Jones, B. (2023). Market dynamics in SaaS.
Journal of Business Research, 45(2), 123–145.
https://doi.org/10.xxxx/xxx
Chicago (footnote style, common in humanities):
Smith, John A. "Market dynamics in SaaS." Journal of Business Research
45, no. 2 (2023): 123–145.
For web sources (APA):
Gartner. (2024, March). Magic Quadrant for Cloud Infrastructure.
Retrieved April 15, 2024, from https://www.gartner.com/...
Research Log Template
Research Question: _______________
Date: ___
| Source | URL/DOI | Date Published | Key Finding | Credibility | Notes |
|--------|---------|---------------|-------------|-------------|-------|
| Gartner | [url] | 2024-01 | Cloud market $600B | Tier 2 | Subscription required |
| BLS | [url] | 2024-02 | Unemployment 3.9% | Tier 1 | — |
| TechCrunch | [url] | 2024-03 | X raises $50M | Tier 3 | Verify with Crunchbase |
Synthesis notes:
- Sources agree on: ___
- Sources conflict on: ___
- Gaps remaining: ___
Working with Reports
Extracting Value from Paid Reports
Gartner Magic Quadrant — read:
1. Criteria for inclusion (who was evaluated)
2. Your vendor's position and description
3. Competitors' positions and strengths/cautions
4. Gartner's market definition and size estimate
Forrester Wave — look for:
1. Score breakdowns (strategy vs. current offering)
2. Vendor-specific commentary
3. Market trend analysis in introduction
McKinsey/BCG Reports:
1. Executive summary first
2. Methodology appendix (sample size? scope?)
3. Headline stats + context around them
4. Check if commissioned by an industry group
Chart and Statistic Verification
Before citing a statistic, verify:
□ Original source (not a chain of citations)
□ Sample size and methodology
□ Date of data collection (vs publication date)
□ Scope (geography, industry, company size)
□ Whether it's been updated since
□ Full context (sometimes headline contradicts detail)
Common misquotation pattern:
Report: "X% of companies that have implemented Y see benefit Z"
→ Often cited as "X% of companies use Y"
Always read original to confirm what was actually measured
1---2name: secondary-research3description: When to activate: secondary research, desk research, industry reports, data sources, Statista, Gartner, IBISWorld, citation validation, source credibility, research methodology4---56# Secondary Research Patterns78## Source Categories and Quality Tiers910### Tier 1: Primary Sources (Highest credibility)11- Government data (census, BLS, SEC filings)12- Academic peer-reviewed journals13- Company's own financial filings (10-K, 10-Q)14- Regulatory filings and court records15- Raw datasets from research institutions1617### Tier 2: Secondary Sources (High credibility)18- Established research firms (Gartner, Forrester, IDC, McKinsey)19- Industry associations and trade groups20- Central bank publications21- Major newspapers and wire services (FT, WSJ, Reuters)22- Think tanks (Brookings, Pew Research)2324### Tier 3: Tertiary Sources (Use cautiously)25- Wikipedia (verify primary sources; good for overview)26- Industry blogs and analyst commentary27- Press releases (marketing language; verify claims)28- Social media (signal detection only, not citation)2930## Data Sources by Domain3132### Business and Market Data33| Source | Data Type | Cost |34|--------|-----------|------|35| Statista | Market stats, consumer data, charts | Paid ($600+/yr) |36| IBISWorld | Industry reports, NAICS codes | Paid (~$1,300/report) |37| Crunchbase | Startup funding, company data | Freemium |38| PitchBook | VC/PE data, M&A | Paid (institutional) |39| CB Insights | Market trends, funding | Freemium |40| FRED (Federal Reserve) | Macro economic data | Free |41| EDGAR (SEC) | Public company filings | Free |42| Bureau of Labor Statistics | Employment, wages | Free |43| Census Bureau | Demographics, business | Free |4445### Technology and IT Research46| Source | Coverage |47|--------|---------|48| Gartner | Magic Quadrant, Hype Cycle, forecasts |49| Forrester | Wave reports, analyst opinions |50| IDC | Market share, spending forecasts |51| Stack Overflow Survey | Developer tools, languages |52| State of JS/CSS | Frontend ecosystem |53| JetBrains Developer Survey | Language popularity |5455### Academic Sources56| Database | Coverage | Cost |57|----------|---------|------|58| Google Scholar | Academic papers, citations | Free |59| JSTOR | Journals and books | Institutional/Paid |60| PubMed | Biomedical and life sciences | Free |61| SSRN | Social sciences preprints | Free |62| arXiv | CS, physics, math preprints | Free |63| ResearchGate | Papers + author contact | Free |64| Semantic Scholar | AI-enhanced academic search | Free |6566### Consumer and Demographic Data67| Source | Coverage |68|--------|---------|69| Pew Research | Attitudes, demographics, technology |70| Nielsen | Media consumption, retail |71| Kantar | Consumer panels, brand health |72| YouGov | Public opinion, surveys |73| Morning Consult | Real-time polling |74| Eurostat | European statistics |7576## Research Process7778### Systematic Desk Research Protocol79```801. Define the question precisely81 - What specific claim or gap needs to be filled?82 - What level of certainty is required?83842. Identify likely source types85 - What type of data would answer this? (quantitative/qualitative)86 - Who would collect/publish this data?87883. Search sequence89 a. Government/regulatory (most authoritative)90 b. Academic journals (peer-reviewed evidence)91 c. Major research firms (market-specific)92 d. Quality news sources (recent developments)93 e. Industry sources (practitioner knowledge)94954. Triangulate96 - Find 3+ independent sources supporting key claims97 - Note when sources contradict — investigate why98995. Document sources meticulously100 - URL, publication date, author, methodology notes101 - Note when accessed (web content can change)102```103104### Search Operators for Research105```106Google advanced search:107site:gartner.com "cloud market" 2024108filetype:pdf "market report" "SaaS" 2023109"market size" "$" billion "CAGR" "2024" -site:press-release.com110111Google Scholar:112"machine learning" "fraud detection" after:2021113114EDGAR full-text search:115EDGAR → Full-Text Search → search 10-K filings116```117118## Source Credibility Assessment119120### CRAAP Test121| Criteria | Questions |122|----------|----------|123| **Currency** | When was it published/updated? Is it recent enough? |124| **Relevance** | Does it answer your specific question? Right audience? |125| **Authority** | Who created it? What are their credentials? |126| **Accuracy** | Are claims supported? Peer reviewed? Citations present? |127| **Purpose** | Why was it created? Marketing, advocacy, or informing? |128129### Red Flags130- No author or anonymous131- No publication date132- No citations or methodology133- Published by an organization with a financial stake134- Contradicted by multiple other sources135- Uses emotional language in factual claims136- URL ending in `.com` for statistical claims (prefer `.gov`, `.edu`, `.org`)137138### Paywalled Content Access139```140Legitimate free options:141- Institutional library access (university alumni cards)142- Interlibrary loan143- Author's ResearchGate profile (often shares freely)144- Preprint on arXiv or SSRN145- Open Access version (Unpaywall browser extension)146- Google Scholar → "All X versions" for OA copy147- Email the corresponding author directly148```149150## Citation Management151152### Citation Formats153```154APA 7th (common in business and social science):155Smith, J. A., & Jones, B. (2023). Market dynamics in SaaS. 156Journal of Business Research, 45(2), 123–145.157https://doi.org/10.xxxx/xxx158159Chicago (footnote style, common in humanities):160Smith, John A. "Market dynamics in SaaS." Journal of Business Research 16145, no. 2 (2023): 123–145.162163For web sources (APA):164Gartner. (2024, March). Magic Quadrant for Cloud Infrastructure. 165Retrieved April 15, 2024, from https://www.gartner.com/...166```167168### Research Log Template169```170Research Question: _______________171Date: ___172173| Source | URL/DOI | Date Published | Key Finding | Credibility | Notes |174|--------|---------|---------------|-------------|-------------|-------|175| Gartner | [url] | 2024-01 | Cloud market $600B | Tier 2 | Subscription required |176| BLS | [url] | 2024-02 | Unemployment 3.9% | Tier 1 | — |177| TechCrunch | [url] | 2024-03 | X raises $50M | Tier 3 | Verify with Crunchbase |178179Synthesis notes:180- Sources agree on: ___181- Sources conflict on: ___182- Gaps remaining: ___183```184185## Working with Reports186187### Extracting Value from Paid Reports188```189Gartner Magic Quadrant — read:1901. Criteria for inclusion (who was evaluated)1912. Your vendor's position and description1923. Competitors' positions and strengths/cautions1934. Gartner's market definition and size estimate194195Forrester Wave — look for:1961. Score breakdowns (strategy vs. current offering)1972. Vendor-specific commentary1983. Market trend analysis in introduction199200McKinsey/BCG Reports:2011. Executive summary first2022. Methodology appendix (sample size? scope?)2033. Headline stats + context around them2044. Check if commissioned by an industry group205```206207### Chart and Statistic Verification208```209Before citing a statistic, verify:210□ Original source (not a chain of citations)211□ Sample size and methodology212□ Date of data collection (vs publication date)213□ Scope (geography, industry, company size)214□ Whether it's been updated since215□ Full context (sometimes headline contradicts detail)216217Common misquotation pattern:218Report: "X% of companies that have implemented Y see benefit Z"219→ Often cited as "X% of companies use Y"220Always read original to confirm what was actually measured221```