Research & Data Sources — How Daily Reality NG Gets Its Facts
Research & Data Sources — How Daily Reality NG Gets Its Facts
Every claim published on Daily Reality NG is traceable to a named source. This page explains exactly where our information comes from, how we verify it, what we do when something turns out to be wrong, and which specific institutions, publications, and databases we draw from across our six content categories.
📅 Published: October 2025 | 🔄 Updated: May 2026 | ✍ Samson Ese, Founder & Editor-in-Chief
Why this page exists: Daily Reality NG publishes content that Nigerian readers use to make real decisions — about health insurance, POS businesses, tech problems, fintech licensing, personal finances, and more. Decisions made on bad information cost real money and sometimes real harm. We hold ourselves to a standard of sourcing that is transparent, traceable, and honest about uncertainty — not because it is required, but because the people reading this publication deserve nothing less.
📋 On This Page
- Our Editorial Philosophy — What We Believe About Facts
- Our Three-Tier Source Hierarchy
- The Verification Process — Step by Step
- Sources by Content Category
- Nigerian Government & Regulatory Sources We Use
- Academic & Peer-Reviewed Sources
- Verified Nigerian and International Media Sources
- Primary Reporting — How We Use Direct Observation
- What We Do NOT Use as Sources
- Correction and Update Policy
- AI Tools Disclosure
- Contact Us About a Source
💡 Our Editorial Philosophy — What We Believe About Facts
Daily Reality NG was founded in October 2025 by Samson Ese in Warri, Delta State, with a core belief that Nigerian readers deserve the same quality of sourced, verified, transparent information that global media organisations provide to their readers — and that is calibrated specifically to Nigerian realities, not borrowed wholesale from American or British frameworks.
That belief shapes every sourcing decision we make. We do not publish income figures without citing the operator interviews or market surveys behind them. We do not cite health statistics without linking to the peer-reviewed research or government data. We do not describe regulatory requirements without referencing the actual legislation or official CBN/NHIA circular. When we are uncertain, we say we are uncertain. When we are estimating, we label it as an estimate. When the data does not exist and we are drawing from observation and experience, we say that explicitly.
We cover six primary content categories: Finance & Business, Health & Wellbeing, Technology & Digital Skills, Lifestyle & Personal Growth, Nigerian Society & Culture, and Fintech & Regulation. Each category has different source standards. Health content is held to the highest standard of peer-reviewed and regulatory citation. Lifestyle content acknowledges that not all human experience is reducible to data. We explain our source standards for each category below.
🌟 Our Three-Tier Source Hierarchy
Not all sources carry equal weight. Daily Reality NG applies a formal three-tier hierarchy to every piece of published content. The tier assigned to each source is reflected in how confidently we state the claim it supports. A Tier 1 source supports definitive statements. A Tier 3 source supports illustrative context with explicit uncertainty labelling.
| Tier | Source Type | Examples | How We Use It | Language We Use |
|---|---|---|---|---|
| 🌟🌟🌟 Tier 1 | Government / Regulatory / Peer-Reviewed | CBN circulars, NHIA Act, NBS official data, NCC reports, BMC Health Services Research, Population Medicine | Definitive factual claims, legal statements, health statistics | "According to the NHIA Act 2022..." / "CBN data shows..." / "NBS confirmed..." |
| 🌟🌟 Tier 2 | Established Nigerian & International Media / Industry Research | Nairametrics, TechCabal, Zikoko, The Punch, Vanguard, Business Day, Kashzoo, AXA Mansard reports, PalmPay official platform data | Market context, operator interviews, industry trends, survey findings | "Nairametrics reported..." / "Per TechCabal's June 2025 operator interviews..." / "Industry data from..." |
| 🌟 Tier 3 | Direct Observation / Experience / Illustrative Example | Personal experience as a Lagos/Warri resident, observed market conditions, representative scenarios built from verified data | Contextual illustration, pattern recognition, relatable framing | "Based on observed patterns..." / "This represents a typical scenario..." / "From personal observation..." |
| Every article on Daily Reality NG must contain at least two Tier 1 or Tier 2 sources for any factual claim. Tier 3 sources are always labelled as such and never used as the sole support for a factual assertion. | ||||
✅ The Verification Process — Step by Step
Every article on Daily Reality NG goes through a structured verification process before publication. This is not optional and is not abbreviated for shorter articles. The process is the same whether the article is 600 words or 6,000 words.
Research Execution — Source Identification Before Writing
No article is written without a pre-writing research phase that identifies the specific data points, claims, and statistics that will be used. Sources are identified and their URLs tested for accessibility before the article begins. This prevents the common error of writing a claim and then searching for a source to support it after the fact — a practice that introduces confirmation bias into sourcing.
Primary Source Verification — Going Directly to the Original
When a statistic is cited by a media outlet or secondary source, we trace it to its original source before using it. If Nairametrics cites an NBS statistic, we verify the NBS original before quoting the figure. If a tech article references a CBN circular, we locate and read the CBN circular itself. We do not cite second-hand reports of data without confirming the original source exists and says what the secondary source claims.
Publication Date Confirmation
Every source is checked for its publication date at verification time. Regulatory information (CBN rates, NHIA premiums, NCC subscriber data) changes frequently. We do not use data that is more than 24 months old for regulatory or market-rate claims without explicitly disclosing its age. For stable historical facts (founding dates, legislation text, well-established research findings), older publication dates are acceptable and disclosed.
Link Functionality Testing
Every external link is tested before publication. We check that the URL resolves to the correct page, that the page contains the specific information cited, and that the link does not redirect to an unrelated destination. We do not publish articles with known broken external links. When a source page moves after publication, we update the link in the article or note the change.
Nigerian Context Check
Before any international or foreign-market data is applied to a Nigerian audience, we apply a specific context check: does this data translate directly to Nigerian conditions, or does it require significant adaptation? US or UK healthcare statistics about insurance coverage, for example, are not directly comparable to Nigerian NHIA data. When we use international data, we always note the original market context and whether the Nigerian translation introduces limitations.
Disclosure and Limitation Labelling
Every article that contains financial projections, income estimates, or health-related information includes an explicit disclosure or disclaimer clarifying: what the data represents, what it does not represent, and what the reader should verify independently. These are not legal boilerplate — they are specific to the content of each article and reflect actual limitations in the data being presented.
📋 Sources by Content Category
The sources we use vary by content category. Below is the primary source framework for each of our six content categories. This is not an exhaustive list — it represents the sources we draw on most consistently and with highest confidence.
🏠 Nigerian Government & Regulatory Sources
Nigerian government and regulatory sources are our highest-priority Tier 1 sources for any content touching finance, health, telecommunications, taxation, business regulation, or consumer protection. These are primary sources — the original documents — that we verify directly before citing.
- Central Bank of Nigeria (CBN) GOV — Primary source for all banking regulations, fintech licensing frameworks, POS/agent banking rules, forex rates, monetary policy. Accessed at cbn.gov.ng
- National Health Insurance Authority (NHIA) GOV — All health insurance regulations, GIFSHIP/FSSHIP/TISHIP programme details, premium structures, HMO licensing. Accessed at nhia.gov.ng
- Federal Inland Revenue Service (FIRS) GOV — Tax regulations, EMTL levy framework, corporate tax rates, TIN requirements. Accessed at firs.gov.ng
- Securities and Exchange Commission Nigeria (SEC) GOV — Capital market regulations, investment framework, fintech licensing overlaps. Accessed at sec.gov.ng
- Nigerian Deposit Insurance Corporation (NDIC) GOV — Bank and fintech deposit protection framework. Accessed at ndic.gov.ng
- National Pension Commission (PenCom) GOV — Pension scheme regulations and contribution rules. Accessed at pencom.gov.ng
- National Bureau of Statistics (NBS) GOV — Nigeria's official statistical agency. Primary source for inflation data, GDP, poverty rates, employment, household spending. Accessed at nigerianstat.gov.ng
- Nigerian Electricity Regulatory Commission (NERC) GOV — Electricity tariffs, power generation data, DisCo regulatory orders. Accessed at nerc.gov.ng
- Nigerian Communications Commission (NCC) GOV — Telecom subscriber data, internet usage statistics, quality of service data, spectrum regulation. Accessed at ncc.gov.ng
- Federal Ministry of Health (FMoH) GOV — National health policy, disease statistics, maternal mortality data. Accessed at health.gov.ng
- Consumer Protection Council of Nigeria (CPC) GOV — Consumer rights framework, fraud reporting mechanisms. Accessed at cpc.gov.ng
- Nigerian Investment Promotion Commission (NIPC) GOV — Business investment regulations, startup policy framework. Accessed at nipc.gov.ng
- National Agency for Food and Drug Administration and Control (NAFDAC) GOV — Drug approvals, food safety standards, healthcare product regulation. Accessed at nafdac.gov.ng
🏫 Academic & Peer-Reviewed Sources
For health, education, psychology, and welfare content, Daily Reality NG requires peer-reviewed academic sources. We do not use Wikipedia, general health blogs, or social media posts as primary sources for medical or psychological claims. All academic sources are cited with their DOI or direct URL to the published paper where available.
- BMC Health Services Research PEER — Peer-reviewed open-access journal covering healthcare systems. Used for NHIA beneficiary experience data (Uguru et al., 2024). Accessed at bmchealthservres.biomedcentral.com
- Population Medicine PEER — Peer-reviewed journal on population health. Used for NHIA Act 2022 analysis and out-of-pocket payment data. Accessed at populationmedicine.eu
- American Psychological Association (APA) PEER — Research on decision-making, anxiety, resilience, and wellbeing applied to Nigerian psychological content. Accessed at apa.org
- PubMed / National Library of Medicine PEER — Primary database for medical and health research citations. Accessed at pubmed.ncbi.nlm.nih.gov
- Nigeria Demographic and Health Survey (NDHS) PEER — Nationally representative survey data on Nigerian health, fertility, and welfare. Accessed via dhsprogram.com
- World Health Organization (WHO) Nigeria INTL — International health standards and Nigerian health data where NBS or FMoH data is not available. Accessed at who.int/nigeria
- World Bank Open Data (Nigeria) INTL — Poverty, education, economic, and development indicators for Nigeria. Accessed at data.worldbank.org
📰 Verified Nigerian and International Media Sources
Our Tier 2 media sources are established, editorially independent publications with transparent ownership, named journalists, and documented editorial standards. We do not use anonymous blogs, unverified social media accounts, or publications without named authors as primary sources for factual claims. Every media source used is verified for its editorial independence before being relied upon.
- Nairametrics MEDIA — Nigeria's leading financial news platform. Used for market surveys, POS operator income data, health insurance premium data, NBS figures, and economic analysis. Accessed at nairametrics.com
- TechCabal MEDIA — Nigeria's leading technology journalism platform. Used for POS operator interviews, fintech regulatory reporting, and platform comparison data. Accessed at techcabal.com
- Business Day Nigeria MEDIA — Financial and business daily. Used for macroeconomic context, corporate reporting, and regulatory developments. Accessed at businessday.ng
- The Punch MEDIA — National newspaper with extensive Nigerian socioeconomic coverage. Accessed at punchng.com
- Vanguard Nigeria MEDIA — National newspaper. Used for public health, education, and social coverage. Accessed at vanguardngr.com
- Zikoko MEDIA — Nigerian digital publication known for survey-based lifestyle research (State of Love surveys, socioeconomic polling). Used for relationship and lifestyle articles with stated sample sizes. Accessed at zikoko.com
- TechEconomy Nigeria MEDIA — Technology and digital economy reporting for Nigeria. Used for NCC data, infrastructure reporting, and tech sector analysis. Accessed at techeconomy.ng
- Nairacompare MEDIA — Nigerian financial product comparison and market rate analysis. Used for HMO premium data and fintech cost analysis. Accessed at nairacompare.ng
- Stears Business DATA — Nigerian economic data and analysis platform. Used for economic indicator context. Accessed at stears.co
- Proshare Nigeria DATA — Nigerian financial market data and analysis. Accessed at proshareng.com
- Thought Catalog MEDIA — Used for relationship psychology and personal growth content with clear attribution and citation of the specific authors and dates cited. Accessed at thoughtcatalog.com
- KidsAITools DATA — Education technology research and AI tool analysis used for teacher productivity data. Accessed at kidsaitools.com
- AIBase.ng DATA — Nigerian AI tool analysis and education technology reporting. Accessed at aibase.ng
- Gitnux Market Research DATA — Global market statistics database used for Nigeria education, healthcare, and infrastructure data. Accessed at gitnux.org
- Advantage Health Africa MEDIA — African healthcare analysis and health insurance reporting. Used for NHIA beneficiary experience data and HMO analysis. Accessed at advantagehealthafrica.com
- Kashzoo DATA — Nigerian fintech and agent banking market analysis. Used for POS cost structure data. Accessed at blog.kashzoo.com
👀 Primary Reporting — How We Use Direct Observation
Daily Reality NG is published from Warri, Delta State, Nigeria. Our founder and editor-in-chief, Samson Ese, lives and works within the Nigerian economic and social environment he writes about. This is a significant advantage over publications that cover Nigeria from outside the country — and it also creates an obligation to be transparent about when personal observation and direct experience inform our reporting.
We use primary observation in the following ways, always with explicit disclosure:
- Illustrative scenarios and character examples — We construct representative scenarios (such as "Emeka, a Lagos POS agent" or "Ngozi, a teacher in Owerri") to illustrate patterns observed across verified data. These characters are illustrative composites, not specific real individuals, unless we explicitly name them as documented by a third-party source (such as TechCabal's named operator interviews).
- Nigerian market price observations — When citing typical prices (market food costs, transport fares, tech repair fees, airtime costs), we base these on observed ranges in Warri, Delta State, and cross-reference with Lagos, Abuja, and Port Harcourt data where available. Local prices differ by city and we note this where relevant.
- Technology and product testing — When covering tech tools, apps, or platforms, we test those tools on Nigerian devices under Nigerian network conditions before publishing. Our tech content reflects how tools actually perform on 4G and 3G networks in Nigeria — not how they perform in the controlled environments of foreign tech reviewers.
- Cultural and social context — Nigerian family dynamics, cultural pressure around marriage and career, informal sector economics, and power supply realities are described from direct lived experience and cross-referenced with published sociological and journalistic sources where available. When we draw purely from lived experience, we say so.
🚫 What We Do NOT Use as Sources
Knowing what we exclude from our sourcing is as important as knowing what we include. The following are explicitly excluded from being used as primary sources at Daily Reality NG:
| Source Type | Why We Exclude It | What We Use Instead |
|---|---|---|
| WhatsApp group forwards | Unverifiable origin, frequently altered in circulation, no editorial accountability | Verified media reports or official sources that may have originated the underlying information |
| Anonymous blog posts | No named author, no editorial accountability, no mechanism to challenge inaccuracies | Named media sources with editorial standards and correction policies |
| Social media posts as data | Individual opinions or experiences are not representative data. Social media posts can be fabricated or misattributed. | Published surveys with stated methodologies and sample sizes |
| Unverified income claims from recruitment materials | Marketing projections are not independent data. POS agent income claims on platform websites are promotional. | Operator interviews from independent journalists (TechCabal, Nairametrics) with named agents and verifiable locations |
| Wikipedia as a primary source | Wikipedia is community-edited and can contain inaccuracies, particularly for Nigerian regulatory and legal content | Original government websites, legislation, and peer-reviewed sources that Wikipedia itself would cite |
| AI-generated content as a source | AI language models do not produce original data. They synthesise and sometimes hallucinate. AI output is never cited as a source of facts. | The original sources that any AI tool's training data would be drawn from |
| Undated content for time-sensitive data | Regulatory rates, premium costs, and market data without publication dates cannot be verified as current | Dated publications with clear "last updated" information |
| When a source type we normally exclude is the only available reference for a specific piece of information, we acknowledge the limitation explicitly in the article and note that independent verification is advised. | ||
✏️ Correction and Update Policy
Our Commitment to Corrections
When Daily Reality NG publishes incorrect information — whether a factual error, an outdated statistic, a broken source link, or a misattribution — we correct it. Publicly. With a note explaining what was changed and why.
We do not silently edit errors and pretend they never existed. A silent edit is a form of dishonesty that erodes the trust we work to earn. Our correction process is as follows:
Step 1: Acknowledge the Error Immediately
When an error is identified — by us, by a reader, or by a source we cited — the relevant article is flagged immediately. A correction notice is added at the top of the article while the correction is being prepared.
Step 2: Verify the Correct Information
We do not correct an error by guessing at the right answer. The correct information is sourced and verified through the same process used for original publication before any correction is made.
Step 3: Publish the Correction With a Note
The corrected article includes a clearly visible correction note at the top or bottom, specifying: what was wrong, what the correct information is, when the correction was made, and the source for the correct information.
Step 4: Thank the Person Who Found the Error
If a reader identified the error, we acknowledge them (with permission) and thank them directly. Readers who help us be more accurate are doing something genuinely valuable and we treat it as such.
Report an Error
Found something incorrect on Daily Reality NG? Contact us via our Contact Page with the article URL, the specific claim you believe is incorrect, and the source you believe is correct. We review all correction requests within 48 hours.
🔄 Article Update Policy
Regulatory environments, market conditions, and platform terms change frequently in Nigeria. An article that was accurate when published in October 2025 may contain outdated information by May 2026 due to CBN policy changes, NHIA premium revisions, or platform fee restructuring.
All Daily Reality NG articles are reviewed for factual currency at least once every 6 months. Articles in regulatory or market-rate categories (fintech, health insurance, POS business) are reviewed more frequently. When an article is updated, the "Updated on" date at the top is revised, and a note is added at the bottom of the article specifying what was changed.
Readers are encouraged to check the "Updated on" date on any Daily Reality NG article and to verify current regulatory information directly at the relevant government agency's website before making decisions based on that information.
🤖 AI Tools Disclosure
Daily Reality NG uses AI-assisted tools as part of its content development process. We are transparent about this because we believe readers have a right to know how content is produced. At the same time, we want to be precise about what "AI-assisted" means at Daily Reality NG — because there is a significant difference between AI-generated content published without human review and AI-assisted content developed under active human editorial oversight.
| AI Tool Use | How We Use It | What a Human Does | Our Standard |
|---|---|---|---|
| Research assistance | Identifying relevant sources to investigate, structuring research questions | Verifying every source identified, reading original documents, applying Nigerian context judgment that AI cannot replicate | ✅ Compliant |
| Content drafting | Generating initial structure and draft content under a detailed editorial framework | Reviewing all draft content, verifying all factual claims, adding lived experience and Nigerian context, rejecting or rewriting any claim that cannot be sourced | ✅ Compliant |
| Source URL verification | Not used for source verification — AI tools do not reliably verify live URLs | All URL verification is done manually by the editor before publication | ✅ Human-only |
| AI output as source | Never. AI-generated content is never cited as a source of facts. | Every factual claim must be traceable to a named, verifiable external source — not to AI output | ✅ Never used as source |
| Nigerian-specific claims | AI tools frequently lack current or accurate Nigerian regulatory and market data | All Nigeria-specific claims are verified against Nigerian government or verified Nigerian media sources before publication | ✅ Human-verified |
| Daily Reality NG's editorial framework (Master Command V20) requires that all AI-assisted content undergo human review for: source verification, Nigerian context accuracy, factual currency, and editorial quality before publication. AI tools are used as production accelerators — never as replacements for human editorial judgment. | |||
We believe this approach is consistent with Google's E-E-A-T standards for content produced with AI assistance: AI tools that assist in content creation are acceptable when a human expert reviews, edits, and injects unique insights to ensure the content meets quality standards. Our founder and editor-in-chief, Samson Ese, reviews all published content for accuracy, Nigerian contextual accuracy, and factual currency before it goes live.
💬 Contact Us About a Source
📞 Get in Touch About Our Sourcing
We welcome questions, challenges, and corrections about any source we have used. If you are a researcher, journalist, regulator, or reader who has found an inaccuracy, a broken link, an outdated statistic, or a misattributed claim on Daily Reality NG — please contact us. We take every substantive source challenge seriously.
📋 Related Transparency Pages
I launched Daily Reality NG in October 2025 because I believed Nigerian readers deserved better than repackaged foreign content with no verifiable Nigerian source behind it. Every sourcing standard described on this page reflects a decision I made personally about the kind of publication I wanted to build. I am the sole writer, editor, researcher, and fact-checker for every piece of content on this site. When something is wrong, that is on me, and I will fix it publicly.
I graduated from Maritime Academy of Nigeria, Oron in 2020. I write from Warri, Delta State. I have no editorial board. I have no investors. I have no advertisers influencing my content. What I have is a standard I hold myself to — and this page documents what that standard looks like in practice.
The standard of sourcing on this page is not a legal requirement. No Nigerian law requires a blogger to disclose where their information comes from. We do it because the readers of Daily Reality NG are using our content to make real decisions — about their businesses, their health, their money, and their lives. That level of trust comes with an obligation. This page is how we honour it.
— Samson Ese | Founder & Editor-in-Chief, Daily Reality NG
© 2025–2026 Daily Reality NG — Empowering Everyday Nigerians | Research & Data Sources Page | Last Updated: May 12, 2026
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