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Data Intelligence PH

Explore the data dictionary

114 original, plain-language definitions for business measurement, Philippine indicators, research and responsible data operations.

Use a definition with its scope and caution. Provider-specific metric definitions can differ. These notes are educational.

marketing

Attribution

A rule or model for assigning recorded outcomes to marketing interactions.

marketing

Attribution window

The interval in which an interaction can receive credit for an outcome.

marketing

Audience

The people or accounts included in a communication or measurement scope.

marketing

Awareness

Recognition or recall of a brand within a defined audience.

marketing

Brand consideration

Whether respondents include a brand among options they might choose.

marketing

Brand loyalty

A defined pattern of repeated preference or purchasing.

marketing

Brand tracking

Repeated measurement of agreed brand indicators.

marketing

Campaign

A bounded collection of marketing activity organized around a purpose.

marketing

Channel

A defined route through which communication reaches an audience.

marketing

Conversion

A recorded action selected as an outcome, such as an inquiry or purchase.

marketing

Conversion rate

Conversions divided by an explicitly chosen eligible denominator.

marketing

Cost per lead

Included spend divided by qualifying recorded leads.

marketing

Cost per thousand

Spend divided by impressions and multiplied by one thousand.

marketing

Customer journey

The sequence of touchpoints a customer experiences around a decision or service.

marketing

Customer retention

Continued participation or purchasing by a defined customer cohort.

marketing

Churn rate

Departures from a defined customer population over a stated period.

marketing

Engagement

A defined interaction such as a click, comment or response.

marketing

Engagement rate

Counted engagement divided by a stated exposure or audience measure.

marketing

Frequency

The number of exposures attributed to an audience unit in a period.

marketing

Impressions

The number of counted displays of a communication.

marketing

Reach

The deduplicated audience count under the measurement system's rules.

marketing

Lead

A person or organization expressing an interest under a defined qualification rule.

marketing

Media mix

The distribution of activity or spending across media channels.

marketing

Paid media

Distribution purchased from a publisher, platform or media owner.

marketing

Owned media

Communication surfaces an organization controls, such as its website.

marketing

Earned media

Third-party attention not purchased as the specific placement.

marketing

Share of voice

A brand's measured presence divided by the defined category total.

marketing

Share of spend

A brand's spending divided by spending in a defined comparison set.

marketing

Sentiment

A classification of expressed tone or opinion in observed content.

marketing

Social listening

Reviewing permitted social content for defined topics and signals.

marketing

Search visibility

How often or prominently a site appears within a defined search measurement.

marketing

AI answer visibility

Observed brand mentions or citations in responses to a fixed set of AI questions.

data

Citation

A reference linking a claim to a source.

data

First-party data

Information an organization obtains through its own relationships or operations.

data

Data source

The system, publication or observation from which a value originates.

data

Source register

A maintained list of sources and their ownership, access and use constraints.

data

Provenance

Recorded information about where data came from and how it was handled.

data

Lineage

The sequence of transformations connecting source data to an output.

data

Schema

The defined structure and types of a dataset.

data

Record

One structured item in a dataset.

data

Grain

The business meaning of one row, such as one product per month.

data

Key

A field or group of fields used to identify or relate records.

data

Join

Combining records using a specified matching condition.

data

Duplicate

A record considered repeated under an explicit identity rule.

data

Zero

An observed numeric value of none in the stated unit.

data

Outlier

An observation unusual relative to a defined comparison.

data

Data quality

How well data meets the needs of a particular use.

data

Completeness

Presence of required records or values within a defined expected set.

data

Reconciliation

Comparing outputs with authoritative totals and explaining differences.

data

Metric contract

An agreed definition of a metric, including inputs, formula, unit and exclusions.

data

Denominator

The quantity dividing the numerator in a ratio.

data

Numerator

The counted or measured quantity above the division line in a ratio.

data

Weighted average

An average in which observations contribute according to specified weights.

data

Baseline

The reference observation or condition used for comparison.

research

Cohort

A group defined by shared eligibility or starting conditions.

research

Sample

The selected observations used to learn about a wider population.

research

Population

The full set of units to which a question or result refers.

research

Selection bias

A distortion arising from how observations enter a sample.

research

Survey

A structured process for collecting responses to defined questions.

research

Interview

A guided conversation used to learn from a participant's account.

research

Hypothesis

A proposition that can be assessed using an explicit method and evidence.

research

Experiment

A study that deliberately changes a condition and compares outcomes.

research

Control group

A comparison group used to assess an intervention.

research

Correlation

A measured association between variables.

research

Causality

A relationship in which changing one condition changes an outcome.

research

Uncertainty

The limitations on how precisely or confidently an observation supports a conclusion.

research

Forecast

A model-based statement about a future outcome.

data

Retrieval time

The timestamp at which a system obtained a source response.

data

Freshness

Whether a value meets a specified age or retrieval policy.

data

Cached data

A stored response reused instead of a new successful retrieval.

statistics

Revision

A publisher's change to an earlier observation or estimate.

statistics

Consumer price index

An index tracking prices for a defined consumer basket under an official method.

statistics

Inflation

The percentage change in a specified price index over a stated comparison period.

statistics

Labor force

In PSA's labor statistics, people aged 15 and over classified as employed or unemployed.

statistics

Unemployment rate

Unemployed persons as a percentage of the labor force under the official definitions.

statistics

Underemployment rate

Underemployed persons as a percentage of employed persons under the official definitions.

statistics

National coverage

An observation whose stated geographic scope is the country.

data

Dashboard

A presentation of selected indicators for a defined audience and decision.

modeling

Dimension

A descriptive entity used to group or filter observations, such as product or date.

modeling

Fact table

A table of events or observations with measures and related keys.

modeling

Star schema

A model organized around fact tables linked to descriptive dimension tables.

modeling

Semantic model

A reusable representation of data relationships, measures and business meaning.

data

Refresh

Updating a dataset or report from its sources.

data

API

A defined interface through which software requests or exchanges information.

data

CSV

A text format that represents records using delimited fields.

data

Data dictionary

A reference explaining fields or terms and their intended meaning.

operations

Access control

Rules and enforcement determining who may read or change a resource.

operations

Approval

An authorized person's decision for a defined action and scope.

operations

Audit trail

A record of relevant actions, actors, times and outcomes.

operations

Idempotency

A property that lets a repeated request avoid duplicating its intended effect.

operations

Retention

The defined period and conditions for keeping information.

operations

Data minimization

Limiting collected and retained information to what a defined purpose needs.

operations

Human review

A person evaluates evidence and exceptions before a consequential decision.

operations

Rollback

Restoring a previously known working state after a release problem.

operations

Availability

Whether a service is usable under its stated operating conditions.

operations

Service level

An agreed measure of service behavior, such as response or recovery performance.

retail

Unit price

Price expressed for a defined quantity, such as one kilogram.

retail

Pack size

The stated amount or count in an offered package.

retail

Promotion validity

The stated conditions and dates under which an advertised offer applies.

retail

Eligibility

Conditions a shopper must meet to receive an offer.

retail

Transaction price

The amount actually paid under the transaction's recorded conditions.

retail

Like-for-like comparison

A comparison in which the important product, place, time and eligibility conditions match.