Metadata - Types and Conceptual Models
Understand the various metadata types, their purposes, and the main classification models.
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What is the primary purpose of descriptive metadata?
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Summary
Types of Metadata
What Is Metadata?
Metadata is information that describes other data. It helps us understand, organize, find, and use resources—whether those resources are digital documents, images, databases, or even physical objects like library materials. Think of metadata as the "label" or "catalog card" that tells you what something is, where it is, and how to use it.
The image above shows a traditional card catalog—a classic example of metadata in action. Each drawer contains cards (metadata) that describe the books in a library. The cards contain information like the book's title, author, and subject—information that helps you discover and identify the resource.
Understanding the Major Types of Metadata
There are many ways to classify metadata depending on your needs. Rather than thinking of these as mutually exclusive categories, understand that a single resource often has multiple types of metadata attached to it. Here are the main types you need to know:
Descriptive Metadata
Descriptive metadata supplies the information needed to discover and identify a resource. It answers questions like "What is this?" and "How do I find it?"
Common examples include:
Title of the work
Author or creator
Abstract or summary
Keywords or subject terms
Publication date
This is the type of metadata you interact with most when searching libraries, databases, or the internet. When you search for a book by title or author, you're using descriptive metadata.
Structural Metadata
Structural metadata describes how different parts of a resource relate to and are organized within each other. It tells you how the pieces fit together.
For example:
How individual pages are grouped into chapters in a book
How tracks are organized into albums in a music collection
How images are sequenced in a photograph collection
How chapters relate to sections in a document
Structural metadata is essential for complex resources where the organization of components matters. Without structural metadata, a digital book would just be a collection of loose pages with no clear order.
Administrative Metadata
Administrative metadata contains practical information needed to manage and maintain a resource over time. It helps answer "How do I control and preserve this?"
Key elements include:
Resource type (is it a book, image, video, dataset?)
File format and size (technical details about storage)
Creation and modification dates
Access permissions and restrictions (who can view or use this?)
Rights and copyright information
Version information
This type of metadata is crucial for libraries, archives, and organizations that need to track their digital collections and control who can access them.
Technical Metadata
Technical metadata (also called internal metadata) describes the technical details and structure of data elements. It's the "behind-the-scenes" information that systems need to process and display resources correctly.
Examples include:
File type (.pdf, .jpg, .mp3, etc.)
Data formats and encoding standards
Image resolution and color depth
Audio specifications (bitrate, sample rate)
Software and hardware requirements
Technical metadata ensures that a resource can be properly opened, displayed, and used by different systems and applications.
Business Metadata
Business metadata translates technical details into information that business users can understand and act on. It bridges the gap between technical systems and business operations.
This includes:
Data definitions (what does this data element represent in business terms?)
Business requirements and rules
Process flows and workflows
Terminology and business glossary
Key metrics and performance indicators
Timelines and deadlines
For example, while technical metadata might describe a data field as "VARCHAR(50)", business metadata explains that this field contains "Customer Name" and defines the business rules for what makes a valid customer name.
Process Metadata
Process metadata documents how data is created, collected, processed, transformed, and used throughout business operations. It answers the question "How was this data produced?"
This includes:
Which processes created or modified the data
When transformations occurred
What calculations or rules were applied
Which systems or people handled the data
What quality checks were performed
Process metadata is critical for understanding data lineage—the complete history of where data came from and what happened to it along the way.
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Reference Metadata
Reference metadata provides information about the contents and quality of statistical data, such as accuracy measures, data sources, and confidence levels. This is less commonly discussed than other types.
Statistical Metadata
Statistical metadata (also called process data) describes the processes and methods used to collect, process, or produce statistical data. It's specialized for statistical datasets and quality assessment.
Legal Metadata
Legal metadata provides information about copyright, ownership, licensing, and legal rights associated with a resource. It includes:
Creator and copyright holder information
Public licensing terms (like Creative Commons licenses)
Legal restrictions on use
Accessibility Metadata
Accessibility metadata describes how a resource can be adapted to meet the needs of different users, supporting universal access. Examples include:
Whether the content is suitable for users with dyslexia or other learning differences
Available formats (braille, large print, audio versions)
Captions and transcripts for video content
Reading level and complexity information
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Metadata Classification Systems
While all these types of metadata exist, experts have developed frameworks to organize them into logical groups. Two major classification systems are particularly important:
The NISO Framework: Three Core Types
The National Information Standards Organization (NISO) identifies three foundational types of metadata that apply to most resources:
Descriptive Metadata — enables discovery and identification (title, author, keywords)
Structural Metadata — describes how resource components are organized
Administrative Metadata — supports management and preservation
This is a simplified framework that groups all metadata into these three categories. Think of this as the most fundamental way to think about metadata.
The Kimball Framework: Three Functional Categories
Data warehouse expert Ralph Kimball proposes a different classification based on the function metadata serves:
Technical Metadata — describes the technical implementation and structure (file formats, database schemas, system specifications)
Business Metadata — translates technical details into business language and context (definitions, rules, metrics)
Process Metadata — documents how data flows through systems and transformations (data lineage, processes, workflows)
The key difference: Kimball's framework focuses on how metadata is used rather than what type of information it provides. It's particularly useful for understanding data in business and analytical contexts.
How Do These Systems Relate?
These two classification systems answer different questions:
NISO answers: "What are the main categories of metadata?" (Focuses on nature/purpose)
Kimball answers: "What functions does metadata serve?" (Focuses on use/audience)
Both frameworks are valid and useful. For example, technical metadata fits into NISO's "administrative" category, but serves Kimball's "technical" function. Business metadata might be part of NISO's "descriptive" or "administrative" metadata, but serves Kimball's "business" function.
Key Takeaways
When studying metadata, remember:
Metadata describes other data and comes in many types depending on what you're trying to accomplish
A single resource typically has multiple types of metadata working together (descriptive for discovery, structural for organization, administrative for management)
The NISO three-type system (descriptive, structural, administrative) is the most widely recognized framework for classification
The Kimball three-type system (technical, business, process) emphasizes the functional role metadata plays in organizations
Different types serve different audiences — some metadata is for humans finding resources, some for systems processing data, and some for business users understanding context
Flashcards
What is the primary purpose of descriptive metadata?
Discovery and identification
What does structural metadata describe regarding a resource?
How its components are organized (e.g., page order in chapters)
What is the function of administrative metadata?
Supplying information to help manage a resource
What is the focus of statistical metadata?
The processes that collect, process, or produce statistical data
What is the goal of using accessibility metadata?
To support universal access by describing user needs and preferences
What does technical metadata detail regarding data elements?
The technical structure (e.g., file types and data formats)
What lifecycle of data does process metadata describe?
How data is created, transformed, and used within business processes
Into which three categories does Ralph Kimball classify metadata?
Technical metadata
Business metadata
Process metadata
Which three types of metadata are identified by the National Information Standards Organization (NISO)?
Descriptive metadata
Structural metadata
Administrative metadata
Quiz
Metadata - Types and Conceptual Models Quiz Question 1: Which of the following is an example of descriptive metadata?
- Title of a document (correct)
- File format of the document
- Access permissions for the document
- Process used to create the document
Metadata - Types and Conceptual Models Quiz Question 2: According to Ralph Kimball, which of these is a category of metadata?
- Technical metadata (correct)
- Structural metadata
- Reference metadata
- Legal metadata
Which of the following is an example of descriptive metadata?
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Key Concepts
Types of Metadata
Descriptive metadata
Structural metadata
Administrative metadata
Statistical metadata
Legal metadata
Accessibility metadata
Business metadata
Technical metadata
Process metadata
Metadata Frameworks
Ralph Kimball metadata classification
NISO metadata types
Definitions
Descriptive metadata
Information used for discovery and identification of a resource, such as title, author, abstract, and keywords.
Structural metadata
Data that describes the organization and relationships of components within a resource, like page order and chapter hierarchy.
Administrative metadata
Details that support the management of a resource, including type, permissions, and creation information.
Statistical metadata
Information about the processes that collect, process, or produce statistical data, often called process data.
Legal metadata
Data that records ownership, copyright, and licensing information for a resource.
Accessibility metadata
Metadata that captures user needs and preferences to ensure universal access, such as format suitability for dyslexia or braille.
Business metadata
Definitions of business concepts, data elements, requirements, timelines, metrics, and process flows for business users.
Technical metadata
Internal details about the technical structure of data, such as file types and data formats.
Process metadata
Descriptions of how data is created, transformed, and utilized within business processes.
Ralph Kimball metadata classification
A framework that categorizes metadata into technical, business, and process types.
NISO metadata types
The National Information Standards Organization’s three-category model of descriptive, structural, and administrative metadata.