Tobacco Data Provider: From the Prevalence Panel to the Excise Ledger · Head-to-head

US TTB Tobacco Statistics vs WHO Report on the Global Tobacco Epidemic 2023

Which tobacco data provider: from the prevalence panel to the excise ledger data fits your job: US TTB Tobacco Statistics, or WHO Report on the Global Tobacco Epidemic 2023. API, files, or your warehouse. Daily, weekly, or hourly.

Tobacco Data Provider: From the Prevalence Panel to the Excise Ledger

US TTB Tobacco Statistics

Tobacco Data Provider: From the Prevalence Panel to the Excise Ledger

WHO Report on the Global Tobacco Epidemic 2023

What each contains

Pick by fit, not by loyalty.

US TTB Tobacco Statistics WHO Report on the Global Tobacco Epidemic 2023
Documented fields 9 11
Field types Integers and numerics: calendar Year, CY_Month_Number, quantity Value, reporter Count_IMs, Stat_Redaction boolean; three levels of categorical code strings for group, category and product detail Codes and bounds: string IndicatorCode, ISO-3 SpatialDim, WHO region name, integer TimeDim, Dim1 member, paired string-and-numeric Value, Low and High uncertainty numbers, update timestamp
Signature fields Statistical_Group; Statistical_Category; Statistical_Detail; Value; Count_IMs; Stat_Redaction IndicatorCode; SpatialDim; ParentLocation; TimeDim; Dim1; NumericValue; Low; High
Category-specific extension Product lines run from cigarettes through large and small cigars split at a statutory price threshold, chewing tobacco, snuff, pipe tobacco, roll-your-own and cigarette papers and tubes - each counted by sticks and weighed in pounds Dim1 members extend across the six MPOWER measure groups plus survey-based prevalence members; 29 indicators in the full group
Shared concepts Taxation approached from opposite ends: TTB publishes the volumes federal excise attaches to, WHO grades the Raise-taxes measure deciding how hard it bites Both resolve every observation to a single year-stamped Value sitting under a coded hierarchy
Join keys None shared: TTB keys on year-month-group-category-detail within one country; WHO keys on indicator-country-year-dimension with no product axis Bridging runs through a self-maintained mapping - country pinned to the US, assessment years aligned to calendar years
Overlap verdict Conceptual complement, structural stranger: bridge them deliberately and the pair becomes a policy-versus-volume natural experiment.

What each does better

US TTB Tobacco Statistics

It answers the only question a regulator can compel. Every figure originates with manufacturers filing Form TTB F 5210.5 under excise obligation - volumes produced because the tax arithmetic runs on them, not because anyone answered a questionnaire. That is why the 2012 cigarette-manufacture row reads 304,028,520,284 sticks rather than "about 300 billion", and why a quoted removals figure survives hostile review.

Dual measurement keeps units honest. Product lines appear twice over: by number of sticks and by pounds of processed tobacco, which lets you reconcile a consumer shift from cigarettes into roll-your-own without improvising weight conversions. And where confidentiality suppresses a cell, Stat_Redaction says so explicitly - nulls arrive labeled, not silent.

Accept the trade: this record stops at the border. United States only, national aggregates, no state splits - excise permits are federal, so geography was never in the design.

the WHO Report on the Global Tobacco Epidemic 2023

A Raise-taxes step change is datable to the exact year a country crossed a level.

Prevalence comes with error bars. Monitor-cycle estimates carry numeric values with Low and High bounds, so a smoking-rate comparison between countries is a distribution rather than a false-precision contest. And the structured table keeps moving after the print edition goes to press - Morocco's latest estimate in the samples lands in 2024.

Policy and behavior share one schema. Achievement levels and survey-based prevalence ride the same indicator-country-year-dimension frame, so the dose-response setup - did the score rise before consumption fell? - needs no crosswalk between sources.

Time runs deeper too: structured observations reach back to roughly 2007, before the report series printed its first edition - nearly two decades of law-slope against TTB's fourteen years of volume-slope.

The verdict

Verdict: sample both, pick by fit - they are different instruments pointed at the same industry.

Take US TTB Tobacco Statistics if your work moves at volume level in the American market. Demand signals that land months before earnings narratives, seasonality curves with a real slope across cigarettes, cigars, smokeless and pipe lines, inventory drawdowns, channel-sizing benchmarks citable to federal forms, concentration metrics via reporter counts. Accept the trade: one country, national aggregates, and nothing about regulation except the existence of the forms themselves.

Take the WHO Report on the Global Tobacco Epidemic 2023 if your work crosses borders or asks what the rules are. Market-entry screening across roughly 194 countries, regulatory-risk inputs for listed tobacco exposure, jurisdiction benchmarking against regional aggregates, dose-response research joining policy levels to prevalence trends with honest uncertainty bounds. Accept the trade: coarse grain by design - country-year, levels 1-4 - and no volumes anywhere.

If the noun in your question is a stick removed, a pound processed or an inventory drawn down, choose TTB. If it is a law passed, a level reached or a threshold crossed, choose WHO. If your model needs both the rule and the receipt, neither substitutes for the other.

Sample both, pick by fit. See US TTB Tobacco Statistics · See WHO Report on the Global Tobacco Epidemic 2023

Or take both in one feed

Yes - WHO supplies the rules, TTB supplies the receipts.

A first-pass pipeline: screen globally with the MPOWER table - find the markets where a Raise-taxes or Enforce level stepped up in a given year - then take the one market with public monthly depth, the United States, and test whether taxable removals bend around the policy dates. The step change dated by WHO, the volume response measured by TTB, both sides collected independently of your hypothesis: a difference-in-differences setup nobody had to commission a survey for.

Three cautions from the pair. First, there is no join key: pin the country to the United States, align WHO assessment years to TTB calendar years, and remember the US score is one row among nearly two hundred, not a designed pair. Second, respect the grain asymmetry - country-year policy levels against month-by-product-line volumes - so aggregate the volume side before comparing slopes. Third, expect the mechanisms to differ: TTB counts legal domestic movement under tax law, WHO grades statutory text, so illicit trade and enforcement gaps live in the space between them.

Or take both in one feed.

API, files, or your warehouse. Daily, weekly, or hourly.

Fair questions

Is US TTB Tobacco Statistics better than the WHO Report on the Global Tobacco Epidemic 2023?

Different instruments, not a ranking. US TTB - Tobacco Statistics wins on volume truth: monthly and annual manufacture, taxable removals, exports and inventories for the US market from 2012 into 2026, each line carrying its reporter count, scoring 9 out of 10. The WHO report wins on breadth: six MPOWER measures graded 1-4 for roughly 194 Member States with prevalence series reaching back to about 2007, also 9 out of 10. Pick by whether your question asks how much moved or what the rules require.

Do TTB and WHO cover the same tobacco market?

Barely overlapping slices of one. TTB covers the regulated United States only - national aggregates with Puerto Rico flows broken out, no state splits. WHO covers the world - about 194 countries plus six regional aggregates - but records policy achievement levels and survey prevalence, never quantities. The United States is the single market both describe, and even there one speaks sticks while the other speaks statutes.

Which dataset reaches further back in time?

WHO, by a few years and a different shape. Its structured observations begin around 2007 and the report series dates to 2008 - nearly two decades of policy slope. TTB's series start at calendar 2012 but arrive monthly, fourteen continuous years of volume history. Depth of law versus density of flow.

Can I combine TTB removals with WHO MPOWER scores?

Yes, and the combination is a natural experiment waiting for a hypothesis. Date the US Raise-taxes or Enforce level change from the WHO table, then test whether monthly taxable removals bend around that year. There is no shared join key, so pin the country to the United States, align assessment years to calendar years, and aggregate volumes before comparing slopes.

Can I get both TTB and WHO tobacco data from Datadory?

Yes - sample both and pick by fit, or take both in one feed. Datadory normalizes each to its documented field dictionary, attaches sample rows for validation, and ships them alongside the rest of the Tobacco catalog, delivered daily, weekly, or hourly - your call.