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iGaming market signals, product categories and research notes.
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An iGaming analytics layer should define person, account, active user, session, deposit, withdrawal, stake, payout and GGY before calculating funnels or retention. Every dashboard needs a reporting timezone, currency rule, test-account filter, late-event policy and cohort key. Without those controls, two correct queries can still answer different questions.
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Displayed overround is calculated from a complete set of market odds. Realised hold compares stakes and payouts over settled activity. Regulatory GGY follows the reporting authority's definition and may not match an internal hold field. Put these measures in separate columns with their formula, population, currency, settlement status and period before comparing them.
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A defensible gaming compliance report connects every field to a definition, source system, owner, reporting period, validation rule, evidence record and revision history. The required submission depends on the licence and jurisdiction; this page is a data-control method, not legal advice or a universal return template.
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Responsible-gambling reporting should combine tool availability, uptake, intervention delivery, customer response and longer-term outcomes. Every rate needs a denominator and observation window. Behavioural flags are imperfect risk indicators, not diagnoses; measure false positives, missed cases, channel effects and whether an intervention actually reduced risk rather than merely recording contact.
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Before comparing an iGaming number, ask five questions: what exactly is measured, which population is covered, what denominator is used, which dates apply and whether the series can be revised. A percentage without its denominator and a revenue figure without its currency, jurisdiction and definition are not analysis-ready data.
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