Last Updated: October 9, 2026
Investozora is an independent financial news and economic research publication founded in August 2025 by Adarsha Dhakal. The publication produces original reporting, economic analysis, data-driven research, and public information resources covering the United States economy, Federal Reserve policy, U.S. Treasury operations, financial markets, banking, inflation, employment, interest rates, taxation, Social Security, and federal financial systems.
This Fact-Checking Policy establishes the standards Investozora applies when evaluating factual claims, examining official records, verifying economic statistics, reviewing independent calculations, assessing analytical interpretations, and correcting published information.
Investozora believes financial journalism must be built on evidence that can be identified, examined, and independently evaluated. The publication’s approach prioritizes original U.S. government documentation, relevant statistical datasets, technical methodology, and transparent attribution.
Accuracy is not limited to confirming that a number appears in an official release. A figure must also be associated with the correct measurement, time period, units, statistical adjustment, geographical scope, and comparison.
A factual statement may be numerically correct but misleading if important qualifications are omitted or if its interpretation exceeds what the underlying evidence establishes.
Investozora’s fact-checking process therefore examines both the accuracy of individual claims and the reliability of the broader conclusions presented in a report.
These standards apply to original news articles, economic research, financial analysis, explanatory reporting, independently calculated findings, charts, research tools, and other editorial material published by Investozora.
The publication’s objective is to produce reporting that readers can independently verify through identifiable evidence rather than accept solely on the authority of the publisher.
Our Commitment to Verifiable Information
Investozora’s central fact-checking principle is that material factual claims must be supported by evidence appropriate to the information being reported. The publication does not regard repetition, popularity, confident language, or apparent institutional authority as substitutes for verification.
A statement concerning an official economic release must be checked against the originating statistical documentation. A statement concerning a Federal Reserve decision must accurately reflect the relevant policy record. A financial calculation must use appropriate inputs and a valid method.
When a report depends on information that cannot be adequately established, the claim should be qualified, narrowed to what is verifiable, or excluded. Investozora seeks to identify the evidence supporting an article’s central conclusions before publication.
The publication also recognizes that economic information develops over time. New observations, official revisions, policy changes, and additional documentation may alter the available evidence.
Fact-checking is therefore a continuing editorial responsibility rather than a single action performed when an article is first written. The credibility of Investozora’s journalism depends on the relationship between what is reported and what the evidence actually demonstrates.
Editorial Oversight and Fact-Checking Responsibility
Investozora was founded by Adarsha Dhakal, who serves as Founder and Editor. Editorial responsibility includes determining whether published information is adequately sourced, whether material figures have been interpreted correctly, and whether the conclusions presented are supported by the available evidence.
The publication may use research software, computational tools, automated processes, and AI-assisted technologies in preparing editorial material. These tools do not assume responsibility for the accuracy of the final publication.
Where articles are attributed to identified contributors, the original work and relevant claims remain subject to Investozora’s editorial standards.
The publication does not represent that every article receives independent review by multiple staff members or a separate institutional verification department unless that review has actually occurred.
Responsibility for editorial publication and the handling of material factual concerns remains with the publication and its editorial leadership.
The purpose of this policy is to establish a consistent standard for evaluating evidence, regardless of the tools or individuals involved in preparing a report.
The Primary-Source Verification Principle
Investozora prioritizes original U.S. government records as the primary evidentiary foundation for its reporting on official financial systems, government policy, economic statistics, and regulatory developments.
The Federal Reserve Board provides the original record for many central bank decisions, monetary policy publications, statistical releases, and official communications.
The U.S. Department of the Treasury, Bureau of the Fiscal Service, and Treasury Fiscal Data provide official information relevant to federal borrowing, government financial operations, cash management, and public financial records.
The Bureau of Labor Statistics, Bureau of Economic Analysis, and U.S. Census Bureau publish statistical information concerning employment, inflation, production, income, business activity, and other economic conditions.
For tax administration and federal benefit reporting, Investozora examines official records from the Internal Revenue Service and Social Security Administration.
Banking, securities, and financial regulation reporting may draw on records published by the Federal Deposit Insurance Corporation, Securities and Exchange Commission, Commodity Futures Trading Commission, and Consumer Financial Protection Bureau.
The originating institution is selected according to the subject and the claim requiring verification. An official source must be relevant to the specific statement. The fact that a document appears on a government website does not automatically establish the accuracy of every conclusion associated with it.
Establishing the Original Documentary Record
Before a material government-related claim is accepted, Investozora seeks to identify the original record on which it depends. That record may be an official statement, statistical news release, supporting data table, regulatory filing, agency publication, government notice, technical report, or another authoritative document.
The fact-checking process considers who issued the document, when it was published, what period it covers, what information it establishes, and whether any subsequent revision changes its meaning.
A general agency homepage may identify the institution but may not provide sufficient evidence for a specific numerical claim. Where practical, the publication links to the relevant original document or dataset rather than relying solely on a general source reference.
An official release must be read in context, including relevant definitions, footnotes, qualifications, and supporting tables. Investozora does not treat a document title or isolated excerpt as sufficient verification when the claim depends on information contained elsewhere in the underlying record. The objective is to establish a documented connection between each central factual assertion and the evidence supporting it.
Claim-Level Fact-Checking
Investozora’s fact-checking approach examines the individual claims that collectively form an article. Material claims may involve numerical observations, government decisions, policy dates, institutional statements, historical comparisons, market movements, regulatory actions, or independently calculated findings.
Each claim requires a type of evidence appropriate to its subject. A government decision must be supported by the relevant official announcement or record. A numerical comparison requires compatible observations. A direct quotation must correspond to the original wording. A historical assertion requires evidence covering the relevant period.
Fact-checking should also examine whether a claim has been presented with an appropriate degree of certainty. A preliminary estimate must not be described as final. A forecast must not be represented as a completed event. A conditional policy statement must not be rewritten as an unconditional commitment.
Claims lacking sufficient support should be corrected, qualified, or omitted before publication. The article’s central conclusion must remain consistent with the combined evidence rather than depend on an unsupported interpretation of one isolated fact.
Verification of Dates, Times, and Reporting Periods
Financial and economic reporting frequently involves several distinct dates. An event date identifies when a development occurred. A release date identifies when an institution published information. A reference period identifies the interval measured by a statistical observation.
These dates must not be presented as interchangeable. For example, an employment report released during one month generally measures economic activity associated with an earlier reference period.
Federal Reserve statements, meeting minutes, economic projections, and other policy records may also be released on different dates despite relating to the same meeting.
Investozora seeks to verify publication dates, announcement times, effective dates, reference periods, and relevant time zones when those details affect the meaning of the report.
Scheduled release times should be checked against the relevant institution’s official publication calendar. A scheduled event must not be presented as having occurred until an appropriate record establishes that it took place.
The timing of a market observation must also be distinguished from the time of a related announcement. Correct chronology is necessary both for factual accuracy and for avoiding unsupported claims about relationships between events.
Numerical Accuracy and Measurement Definitions
Every material economic figure requires verification beyond its numerical value. Investozora examines the unit of measurement, observation period, adjustment status, geographical coverage, statistical population, and comparison used to describe a number.
A change measured in dollars differs from a percentage change. A percentage movement differs from a percentage-point movement. An annualized growth rate differs from the change actually recorded within a shorter period.
Seasonally adjusted and unadjusted figures may represent different measurements even when they describe the same economic subject.
Likewise, nominal values and inflation-adjusted values should not be used interchangeably. When an article compares observations across different periods, the underlying measures must be compatible.
The publication seeks to avoid combining figures that differ in definition, population, reporting frequency, or adjustment method without appropriate explanation.
Where the source itself contains measurement limitations, those limitations should be considered when interpreting the reported result. A correctly copied figure can still produce incorrect reporting if its units or statistical definition are misunderstood.
Percentages, Percentage Points, and Basis Points
Investozora applies particular care when reporting financial and economic changes expressed as percentages or rates. A percentage-point movement describes the arithmetic difference between two percentage values. A percentage change describes a relative movement compared with a starting value.
These measures are not interchangeable. For interest rates and bond yields, changes may be expressed in basis points, with one basis point equal to one-hundredth of a percentage point.
The appropriate expression depends on the underlying measure and the comparison being made. A change in an economic index may require a different calculation from a change in an interest rate or a shift in the share of a population.
Investozora seeks to verify the mathematical meaning of the reported movement before presenting it in a headline, chart, or article.
When a percentage is independently calculated, the publication should ensure that the denominator, reference period, and rounding convention are appropriate. The intention is to prevent numerical statements from appearing accurate while conveying the wrong economic meaning.
Economic Data Releases and Preliminary Estimates
Investozora recognizes that economic data are frequently published in stages. Early estimates may rely on incomplete information, statistical models, preliminary records, or samples that are subsequently supplemented.
The publication distinguishes preliminary observations from later estimates and final or benchmarked data where those classifications are relevant.
The Bureau of Economic Analysis publishes multiple estimates of quarterly gross domestic product as additional source information becomes available.
Its GDP release documentation explains the distinctions among advance, second, and third estimates, as well as later updates. A newly published GDP figure must therefore be identified according to the appropriate estimate and reporting period.
Similarly, employment and other economic measures may undergo revisions under procedures established by the originating statistical institution.
Investozora does not treat an early estimate as permanently fixed or assume that later changes demonstrate that the original statistical publication was improper. Its responsibility is to identify the stage of the information being reported and explain material revisions when necessary.
Statistical Revisions and Historical Data Integrity
Official statistical revisions are a central part of economic measurement. Investozora examines whether an official dataset has been revised before presenting historical comparisons, changes in trends, or conclusions dependent on earlier observations.
The Bureau of Labor Statistics’ employment benchmark documentation explains how employment estimates are aligned with more comprehensive information and how revisions affect previously published figures.
The Bureau of Labor Statistics’ CPI technical notes explain seasonal adjustment and the revision of applicable price indexes. The Bureau of Economic Analysis’ GDP revision information provides comparisons among successive estimates.
Investozora seeks to distinguish the original published observation from its revised value when that difference materially affects the story.
Historical comparisons should identify the appropriate data version and should not silently substitute a later value when the article is specifically examining what was known at an earlier time.
A revision may strengthen, weaken, or reverse the apparent significance of a reported development. Where such changes affect the article’s central interpretation, they should be addressed rather than omitted.
Independent Calculations and Reproducibility
Investozora may publish original calculations derived from official economic records. These may include changes between statistical observations, ratios, component contributions, yield spreads, real-dollar comparisons, historical rankings, or other analytical measures.
An independently calculated result must be based on identifiable inputs, appropriate definitions, and a mathematically valid method. The publication seeks to verify the underlying observations and examine whether the calculation uses compatible periods and measurements.
When the calculation is central to the article’s findings, its important inputs and methodology should be sufficiently transparent for an informed reader to examine the result. Derived figures must be distinguished from statistics published directly by a government institution.
A calculation using Federal Reserve data does not become an official Federal Reserve statistic unless the institution itself publishes or adopts that measure.
Investozora should not use unnecessary precision that exceeds the reliability of the underlying inputs. Where a result depends on assumptions or approximations, those qualifications should be made clear.
The publication values calculations that contribute genuine information rather than figures introduced solely to create an appearance of analytical sophistication.
Calculations, Rounding, and Arithmetic Review
Independent economic analysis may involve several stages of calculation. A small error in a formula, input, conversion, or denominator can materially change the meaning of the result.
Investozora seeks to verify the original inputs, ensure that the calculation matches the stated methodology, and check the resulting figure before publication.
Where practical, a material calculation may be checked independently of the initial method used to produce it. Rounding should preserve the correct scale and should not create misleading differences between related figures.
Totals may differ slightly from the sum of rounded components. Such differences should not automatically be interpreted as errors in the underlying dataset.
If official statistical documentation identifies a residual, chain-weighting issue, or other methodological qualification, that explanation should be considered before attempting to reconcile the figures through an unsupported adjustment.
A calculated finding should not be described as exact when the underlying observations or method support only an approximation. The goal is to communicate a mathematically defensible result at an appropriate level of precision.
Component Contributions and Underlying Drivers
A headline economic movement often reflects changes among multiple components. Investozora seeks to examine the underlying tables when those details are necessary to understand the reported development.
For inflation reporting, that may involve examining relevant price categories, their weights, or changes in underlying measures.
For labor market reporting, it may involve comparing major employment sectors, earlier payroll revisions, wage measures, hours worked, and other relevant observations.
For GDP reporting, it may involve evaluating contributions from consumption, investment, government activity, and international trade.
For Treasury reporting, it may involve distinguishing government borrowing, cash balances, issuance activity, and other operational measures.
However, the publication does not assume that the largest percentage movement in a component necessarily represents the largest contribution to an aggregate.
An accurate contribution analysis requires an appropriate understanding of weights, statistical definitions, and the method used to construct the total.
Claims about what explains a headline movement must therefore be supported by the actual underlying data rather than by a superficial comparison of percentages.
Historical Rankings and Claims of Records
Statements describing a development as the largest, smallest, fastest, slowest, strongest, weakest, first, or unprecedented require verification against an appropriate historical record.
Investozora should identify the series, reference period, measurement convention, and relevant historical coverage before making such claims.
A movement may be the largest in several months without being the largest in several years. An observation may establish a new high in a nominal-dollar series without representing a record after adjustment for inflation.
A dataset beginning in a particular year cannot independently establish a claim about earlier historical periods that it does not cover. Where methodological changes interrupt comparability, a historical ranking may require additional qualification.
The publication should avoid using record-setting language when the underlying dataset does not support the stated comparison.
Historical significance should be demonstrated by the relevant evidence rather than assumed from the apparent size of the latest figure.
Federal Reserve Policy Verification
Reporting on Federal Reserve policy requires accurate identification of the relevant official records. Investozora distinguishes between formal Federal Open Market Committee decisions, statements from individual policymakers, meeting minutes, economic projections, and other Federal Reserve communications.
A statement by an individual official does not automatically constitute a committee decision. Meeting minutes may provide context about policy discussions but should not be presented as though they were released simultaneously with the original meeting statement.
Economic projections represent the assessments of participating officials and do not guarantee future policy outcomes. The Federal Reserve’s FOMC meeting calendar and document archive provides the original records needed to establish meeting dates, policy statements, minutes, and relevant projection materials.
Investozora also examines whether a reported interest rate refers to a target range, an effective rate, another policy instrument, or a separate financial market measure.
These distinctions are material to the interpretation of monetary policy. A report should not characterize an anticipated decision as a completed action before official confirmation.
Treasury Operations, Securities, and Fiscal Data
Investozora’s coverage of Treasury operations requires careful examination of government financial records. Relevant subjects include Treasury securities, auction announcements and results, borrowing estimates, federal debt, government cash balances, fiscal receipts, outlays, and financial settlement arrangements.
Original information may be available through Treasury Fiscal Data, TreasuryDirect, the Bureau of the Fiscal Service, and the U.S. Department of the Treasury.
Treasury datasets may use different accounting periods, transaction dates, settlement conventions, security categories, and measurement definitions. Investozora seeks to verify the relevant distinction before presenting comparisons.
A borrowing estimate must not be treated as a completed financing transaction. An auction announcement must not be confused with its subsequent results.
Changes in government cash balances should not automatically be equated with equivalent changes in broader financial market liquidity without supporting analysis.
When reporting yields from official Treasury data, the publication must identify the relevant type of rate and the observation date. The Treasury’s official interest rate resources provide the appropriate reference for published Treasury rate series.
Financial Market Figures and Observation Times
Investozora recognizes that reporting financial market prices requires verification appropriate to the particular asset or instrument. Government economic datasets do not automatically establish the trading price of a stock, currency, commodity, or financial market index.
Where a market figure is material to a report, the relevant observation must be established through appropriate primary market records or authoritative market infrastructure.
The publication does not treat an official economic release as sufficient evidence for a market movement merely because both developments concern the same subject.
A market observation should be associated with the correct instrument, measurement unit, date, time, and trading session. Intraday values must not be represented as closing prices. Previous closes must not be confused with earlier observations within the same session.
Yield changes must be distinguished from changes in securities prices and from movements in related economic indicators. Where the relevant market observation cannot be adequately established, Investozora should avoid publishing an unsupported precise value.
The publication prioritizes primary official government links in its editorial references while recognizing that a government agency may not be the originator of a particular market quotation.
Causation, Correlation, and Financial Market Reactions
Financial market developments frequently occur alongside economic releases, policy announcements, and institutional events. The fact that two events occur close together does not establish that one caused the other.
Investozora applies additional scrutiny to claims that a specific announcement drove, triggered, or directly caused a market movement.
Where adequate evidence for a causal statement is unavailable, the article should use language that accurately describes the sequence of events or their observed association.
Analytical explanations may discuss plausible economic mechanisms, but those interpretations must not be presented as confirmed facts when the evidence supports only a possibility.
A reported market movement should be distinguished from an explanation of why the movement occurred. The publication should also consider whether multiple developments were unfolding during the relevant observation period. The purpose is to avoid transforming a plausible explanation into an unsupported statement of causation.
Forecasts, Expectations, and Probability Claims
Forecasts and market expectations require a different form of verification from completed official events. Investozora may report economic projections, interest rate expectations, financial scenarios, or market-implied probabilities when those figures can be appropriately supported.
A forecast should be attributed to its actual source and associated with the relevant publication time, forecast horizon, and measurement.
A market-implied probability may depend on financial contract prices, model assumptions, and particular calculation methods. The publication should not represent such a probability as a direct official forecast or commitment by the Federal Reserve.
A forecast made before an economic release must not be described as the actual outcome after the release occurs. When a reported expectation changes, the comparison should use observations with compatible definitions and appropriate timestamps.
If a precise consensus figure or market probability cannot be independently verified, it should not be invented or presented without qualification. The uncertainty inherent in future-oriented analysis must remain visible to readers.
Verification of Quotations and Official Statements
Direct quotations must accurately reproduce the words of the identified speaker or document. Investozora seeks to verify quotations against an appropriate original transcript, official statement, published speech, testimony, or other reliable primary record.
Quotation marks should not be used around a paraphrase or an AI-generated summary. Any shortened quotation must preserve the essential meaning of the original statement.
Where a quotation depends on the context of a longer passage, the surrounding material should be examined to avoid an inaccurate interpretation.
Official institutional statements must be distinguished from individual remarks, informal commentary, and documents expressing preliminary views.
The publication does not fabricate quotations, attribute invented language to government officials, or present reconstructed text as an authenticated record.
When the original wording is uncertain, Investozora should paraphrase only what can be reliably established or refrain from using the quotation.
Regulatory, Legal, and Enforcement Claims
Reporting on financial regulation and government enforcement requires verification of the procedural status of the underlying matter.
A proposed rule is not equivalent to a final rule. An enforcement allegation is not equivalent to an established judicial finding. An announced investigation does not independently establish that a violation occurred.
Investozora seeks to distinguish agency proposals, administrative decisions, enforcement complaints, settlements, court rulings, and other legally significant stages.
Official records from the Securities and Exchange Commission, Commodity Futures Trading Commission, Federal Deposit Insurance Corporation, and Consumer Financial Protection Bureau may support reporting on matters within their respective responsibilities.
Where statutory or regulatory language is important, the relevant original provision or official agency publication should be examined. A summary of a rule must not omit a material exception or qualification that changes its meaning.
Investozora avoids presenting legal interpretation as a binding official determination unless an appropriate authority has actually made that determination.
Company Financial Statements and Public Filings
Investozora’s business, banking, and market reporting may involve publicly disclosed company information. When a claim concerns a company’s reported revenue, earnings, financial position, or regulatory disclosure, the relevant primary filing should be examined where available.
The SEC’s EDGAR filing system provides official access to public filings submitted by qualifying companies and other reporting entities.
A filed document establishes the information disclosed by the reporting party. It does not necessarily mean that every statement in the document has been independently verified or endorsed by the SEC.
Investozora should distinguish financial results from company projections, accounting estimates, management explanations, and forward-looking statements.
The relevant fiscal period, accounting basis, comparative period, and subsequent amendments must be considered. A preliminary announcement should not automatically be treated as equivalent to a completed audited annual financial statement.
The publication’s responsibility is to represent what the underlying record establishes without overstating its evidentiary significance.
IRS, Tax Refunds, and Federal Tax Information
Investozora applies careful verification standards to reporting concerning federal tax administration. IRS refund schedules, filing requirements, tax provisions, processing procedures, and administrative notices may affect individual financial expectations.
Relevant reporting relies on official records and guidance from the Internal Revenue Service. Where a claim concerns a particular filing season or effective date, Investozora seeks to identify the guidance applicable to that period.
A general processing expectation must not be reported as a guaranteed refund date for every taxpayer.
An explanation of a tax transcript code or administrative process must not be presented as confirmation of an individual taxpayer’s confidential account status.
The IRS Where’s My Refund? service remains the appropriate official resource for eligible individuals seeking available information about their own federal refund status.
Investozora does not have access to individual taxpayer accounts and cannot independently confirm a person’s private refund processing status.
The publication’s role is to explain verified public information while preserving the distinction between general agency guidance and individual outcomes.
Social Security Benefits and Federal Payment Verification
Investozora reports on Social Security retirement benefits, disability-related programs, supplemental income payments, cost-of-living adjustments, benefit schedules, and federal disbursement procedures.
These subjects require careful distinction between publicly announced program information and individual benefit determinations.
Official information from the Social Security Administration is used to establish relevant program rules and announcements. The agency’s payment schedule publications provide original references for applicable scheduled benefit dates.
A publicly available payment calendar does not establish that every recipient will receive funds at the same time or in the same amount.
Individual eligibility, benefit calculations, deductions, payment methods, and administrative circumstances may affect actual outcomes. Investozora does not claim to verify confidential benefit records or control government payment processing.
When a report discusses a particular schedule or adjustment, the information should be associated with the correct benefit category, effective period, and official announcement.
Source Conflicts and Contradictory Records
Official information may sometimes appear inconsistent across different documents, release versions, or datasets. Investozora seeks to examine whether the apparent conflict results from differences in publication time, reference period, measurement convention, revision status, institutional responsibility, or source methodology.
A newer document may supersede an earlier one without making the original historically inaccurate. Two official datasets may measure related concepts using different definitions.
An agency’s explanatory statement may summarize information that is presented with greater precision in the associated tables.
Where an inconsistency materially affects the article, the publication should investigate the distinction before adopting a definitive interpretation.
If the available evidence does not resolve a material conflict, that uncertainty should be acknowledged. Investozora does not select a figure simply because it produces a more dramatic headline or supports a preferred conclusion.
The objective is to identify which record is authoritative for the specific claim and explain meaningful differences when necessary.
Unsupported Claims and Publication Decisions
Investozora does not publish a material factual claim merely because it appears plausible. A claim may require additional verification when the original document cannot be located, the numerical inputs are incomplete, the timing is uncertain, or the interpretation depends on assumptions not supported by the available evidence.
The publication may narrow an article to the verified development rather than include a broader assertion that remains unresolved. An unsupported numerical value must not be replaced by an invented approximation.
An unavailable market quotation must not be reconstructed from unrelated economic information and presented as observed data. Similarly, an unconfirmed government action must not be described as completed because it was previously expected or scheduled.
When essential evidence is missing, withholding the claim is preferable to communicating unsupported certainty. The publication’s responsibility is to reflect the limits of what can be established.
Headlines and Summary Verification
Fact-checking applies to headlines, article summaries, search descriptions, and other prominent editorial presentation elements. A headline must accurately represent the facts established in the article.
Numerical figures, institutional actions, historical comparisons, and statements about timing require the same evidentiary support in a headline as they do in the article body.
The publication should not describe a forecast as an actual result or an anticipated policy decision as a completed announcement. A market movement should not be attributed to a specific event unless the reporting supports that relationship.
Claims such as record highs, historical lows, unexpected increases, or major reversals require verification against appropriate reference points.
An accurate article body does not justify a headline that materially exaggerates the available evidence. Investozora seeks to communicate newsworthiness through precise information rather than unsupported certainty.
Charts, Tables, and Visual Evidence
Investozora’s fact-checking responsibilities extend to charts, tables, graphics, and other visual representations of economic information. A chart must use appropriate underlying data, units, time periods, and scales.
A visual comparison may be misleading even if each individual number is correct, particularly when the displayed periods or measurements are incompatible.
Where relevant, graphics should identify their source, reference period, adjustment status, and whether any values were calculated independently.
Chart axes should not be manipulated in a manner that materially distorts the significance of a movement. Illustrative images should remain distinguishable from authenticated documentary evidence.
A reconstructed graphic or AI-generated illustration must not be presented as an original government document, actual market terminal record, or photograph of an event it does not depict.
Data visualizations should be checked against the same underlying records used to verify the accompanying article. The purpose of a visual is to communicate supported information more clearly, not create an impression of evidence that does not exist.
AI-Assisted Research and Verification
Investozora uses AI-assisted technologies in aspects of its editorial research, writing, analysis, and content production processes. These tools may assist with locating relevant information, structuring research questions, organizing documents, examining potential data relationships, and preparing drafts for editorial review.
AI-generated output is not treated as an original government source or as independent confirmation that a statement is accurate.
Such systems can generate incorrect numerical results, misinterpret statistical definitions, confuse dates, create unsupported explanations, or produce references to documents that do not exist.
Material claims derived from AI-assisted work therefore require evaluation against the relevant original source records. An AI-produced calculation must be checked using the underlying data and the appropriate mathematical method.
AI-generated quotations, simulated government statements, or invented market observations are not acceptable as factual evidence. Responsibility for the publication of verified information remains with Investozora’s editorial leadership and identified authors.
AI assistance should improve the organization and examination of evidence without replacing the need for accountable editorial judgment.
Research Tools, Dashboards, and Automated Data
Investozora provides public economic research resources, including the U.S. Economy Dashboard and Economic Calendar. These tools may present official statistical observations, derived measures, schedules, historical comparisons, and related information.
The accuracy of an automated display depends on the source data, retrieval process, transformations, labels, and update timing. A value displayed on a website should not automatically be assumed to represent the latest available official observation.
Where material, Investozora seeks to identify the relevant statistical series, reporting period, data source, and any calculation or transformation applied.
A revised government dataset may change a historical figure without changing the date of the original observation. An economic release calendar may also require updating when the originating institution changes its schedule.
Automated retrieval and display do not eliminate the need to examine important data discrepancies. Research tools should preserve the distinction between official source values and independently generated analytical measures.
Documentation and Traceability of Research
Investozora considers traceability an important feature of reliable financial research. A reader examining a central factual claim should be able to identify the institution responsible for the underlying information and the document or dataset relevant to the statement.
For original calculations, material inputs and methods should be sufficiently clear to permit meaningful evaluation.
The publication seeks to preserve relevant source references and working context where practical, particularly when an article depends on revisions, multiple datasets, or a significant independently derived result.
A source citation should support the claim with which it is associated. Links should not be used merely to create an appearance of verification when the referenced material does not establish the reported fact.
The publication recognizes that government documents may be revised, moved, or archived after publication. Where a material source becomes unavailable or changes substantially, the article may require an updated reference or explanatory note. Traceability supports both reader confidence and the ability to investigate factual concerns after publication.
Original Reporting, Analysis, and Opinion
Investozora distinguishes factual reporting from analytical interpretation. A factual news report seeks to establish what occurred, what an institution announced, and what the relevant records show.
An analytical article may examine relationships among economic indicators, explain potential implications, or evaluate scenarios based on available information.
An opinion or attributed commentary expresses the judgment of its identified author. These categories should not be represented as interchangeable.
Fact-checking applies to verifiable factual statements within analysis and opinion, even where the surrounding interpretation is legitimately debatable.
A supported interpretation may remain uncertain without being factually incorrect. The publication does not present an author’s view as an official institutional position unless that attribution is justified.
Readers should be able to identify which conclusions are established by original records and which represent Investozora’s independent reasoning.
Corrections and Post-Publication Verification
Investozora recognizes that factual errors may be identified after publication despite prior verification. When a credible concern is received, the publication should examine the disputed claim against the relevant original evidence.
A confirmed error may require correction of the numerical value, institutional attribution, date, calculation, quotation, or broader interpretation.
The editorial response depends on the nature and materiality of the issue. A correction addresses information that was inaccurate when published.
An update adds information that became available after the original publication. A clarification addresses wording or context that may otherwise create an incorrect impression. These distinctions are important to maintaining a transparent historical record.
Where a material correction is made, the publication should explain the significant change when appropriate rather than silently replacing an inaccurate central claim.
Official Revisions Versus Editorial Errors
Investozora distinguishes statistical revisions issued by government institutions from errors made by the publication. An original economic report may accurately reproduce a preliminary figure that is later revised by the originating agency.
The fact that a newer official release contains a different value does not necessarily mean the original news report was incorrect.
However, an article that fails to identify a material known revision may become misleading if its presentation implies that the earlier value remains current.
The appropriate editorial action may therefore involve an update, a revision note, or additional context rather than an ordinary factual correction.
If Investozora originally transcribed a figure incorrectly or applied an invalid calculation, that constitutes a different issue requiring correction.
Readers should be able to understand whether a change resulted from new official information or from an error in the publication’s own reporting. Preserving this distinction supports an accurate record of economic developments.
Material Errors and Article Integrity
Not all editorial changes have the same significance. A minor typographical correction may not alter the factual meaning of an article.
An error involving a central economic statistic, policy decision, market movement, institutional attribution, or principal analytical conclusion may materially affect the reader’s understanding.
Material errors require greater editorial attention because correcting a figure may also require changing related calculations, comparisons, headlines, charts, or conclusions.
Investozora seeks to review the consequences of a significant correction rather than replace an isolated number while leaving unsupported interpretations unchanged.
Where the principal finding of an article can no longer be sustained, the publication should consider an appropriate correction, substantial revision, or withdrawal notice.
A withdrawn or substantially corrected report should not be represented as though the original version had always contained the corrected conclusion. The integrity of the public record takes precedence over preserving an unsupported headline.
Challenges, Disagreements, and Requests for Review
Investozora welcomes evidence-supported challenges to its published information. Readers, researchers, journalists, and institutions may identify apparent discrepancies, provide additional official documentation, or question an independent calculation.
A disagreement about an interpretation does not automatically establish a factual error. However, an analytical conclusion may require reconsideration if its underlying inputs, definitions, assumptions, or supporting evidence are materially incorrect.
Requests for review should identify the disputed claim and explain why the evidence does not support it. The publication assesses factual concerns according to the underlying documentation rather than solely according to the status of the person submitting the request.
Where the available evidence supports multiple reasonable interpretations, Investozora may clarify the uncertainty without necessarily changing its original analytical conclusion.
Editorial responsibility includes considering substantive criticism and explaining the distinction between an established error and a legitimate difference of interpretation.
How to Request a Fact Check or Correction
Readers may request examination of a published factual claim by contacting editorial@investozora.com. For clarity, correspondence may use Fact-Check Request or Correction Request as the email subject.
A useful request identifies the article URL, the specific statement or figure being questioned, the reason for concern, and any relevant supporting official documentation.
Where the issue concerns a statistical comparison, identifying the series, observation period, and original table can help establish the correct measurement.
Where a quotation or government decision is disputed, readers should provide the relevant official statement, transcript, or document reference where available.
Investozora may examine the submitted evidence and determine whether a correction, clarification, update, or other editorial response is warranted.
Submitting a request does not guarantee that a published conclusion will be changed. The publication’s responsibility is to evaluate the evidence fairly and address confirmed factual problems appropriately.
Editorial Independence and Commercial Influence
Fact-checking decisions must remain grounded in evidence rather than advertising relationships, commercial compensation, or external pressure.
Investozora may support its publishing operations through advertising or appropriately disclosed affiliate arrangements. These relationships do not establish the accuracy of a financial claim and should not determine whether a material error is corrected.
A commercial partner must not be treated as an authoritative source for an official government statistic merely because it participates in an advertising arrangement.
Likewise, an organization’s objection to unfavorable but accurate reporting does not independently establish that the article is incorrect.
Investozora seeks to preserve the separation between financial support for the publication and the factual evaluation of its reporting. Further information concerning commercial transparency is provided in the Affiliate Disclosure.
Accuracy in Public Financial Information
Investozora recognizes that inaccuracies concerning taxation, government benefits, monetary policy, or financial markets may affect readers’ understanding of consequential financial matters.
For that reason, the publication applies particular attention to claims about payment eligibility, policy actions, official schedules, economic measurements, investment-related facts, and regulatory requirements.
A general government announcement must not be presented as a personal eligibility decision. A financial product description must not be mistaken for individualized professional advice.
An analytical forecast must not be represented as a guarantee of future financial conditions. The publication seeks to identify material limitations that readers need in order to evaluate information responsibly.
The Disclaimer explains the intended informational purpose of Investozora’s services and the limits of its financial, legal, and tax-related reporting.
Relationship to Editorial Standards and Research Methodology
This Fact-Checking Policy establishes the specific principles used to verify factual claims, numerical observations, source records, and original calculations.
The Editorial Standards provide the broader framework governing newsroom judgment, accuracy, fairness, editorial independence, authorship, and publication responsibility.
The Research Methodology explains the methods through which official records, economic data, statistical comparisons, and analytical research are examined.
The About Investozora page describes the publication’s founding, editorial mission, and research activities.
The Contact page provides the appropriate communication channels for factual corrections, news tips, research questions, and professional inquiries. These policies are intended to serve complementary functions rather than repeat identical statements.
Editorial Standards establish the responsibilities of the publication. Research Methodology explains how analytical work is conducted. This Fact-Checking Policy identifies the evidence and verification required to support its published claims.
Review and Improvement of Fact-Checking Procedures
Investozora may revise its fact-checking procedures as its reporting activities, technical capabilities, and economic research resources develop. Different coverage areas introduce different verification challenges.
Official economic releases may require statistical interpretation. Financial market reporting may require time-specific observations. Treasury operations may involve accounting and settlement conventions. Regulatory reporting may require careful identification of procedural status.
The publication seeks to adapt its verification processes to the type of evidence necessary for each subject. Errors, documented discrepancies, changes in official data practices, and improvements in research methods may inform future revisions.
The use of new tools or automated systems should strengthen accuracy and efficiency without weakening the requirement to examine original evidence.
These standards represent the responsibilities Investozora seeks to apply consistently, not a claim that every factual error can be prevented.
Updates to This Fact-Checking Policy
Investozora may update this policy to reflect changes in its research practices, editorial workflow, reporting scope, official data systems, or publication requirements.
A revision may be necessary when the publication introduces new analytical resources, expands its financial market coverage, develops additional verification procedures, or changes the way factual concerns are handled.
The Last Updated date at the beginning of this page identifies the most recent substantive revision. Changes to this policy should remain consistent with the publication’s actual editorial operations and associated institutional documents.
The purpose of future revisions is to improve transparency, factual accuracy, and accountability rather than introduce unsupported claims about institutional capabilities.
Fact-Checking Contact and Public Accountability
Questions concerning Investozora’s fact-checking procedures, source selection, numerical verification, independently calculated figures, or published factual statements may be directed to editorial@investozora.com.
For general publication inquiries, contact hello@investozora.com. For professional correspondence intended for Founder and Editor Adarsha Dhakal, contact adarsha@investozora.com. Legal and institutional policy questions may be sent to legal@investozora.com.
Investozora believes that meaningful fact-checking requires verifiable sources, correct measurements, careful interpretation, and a willingness to investigate credible challenges.
An editorial policy does not independently establish the accuracy of a publication. Accuracy must be demonstrated through the quality of its evidence, calculations, source attribution, and corrections.
The publication’s continuing objective is to produce financial journalism and economic research whose important findings can be traced to identifiable records, examined through transparent reasoning, and challenged through an accountable editorial process.
This Fact-Checking Policy establishes the standard through which Investozora seeks to fulfill that responsibility and maintain a trustworthy public record of financial and economic developments.