criterion_id stringlengths 7 7 | framework_group stringclasses 4
values | criterion_name stringlengths 5 26 | definition stringlengths 57 152 | scale stringclasses 5
values | evidence_basis stringlengths 37 72 | affects_quality_score stringclasses 2
values | weight_percent float64 9.2 17.8 ⌀ | interpretation stringlengths 44 85 | framework_status stringclasses 6
values | source_url stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|
ALF-Q01 | Quality Dimension | Narration Quality | Overall effectiveness of the audiobook narration, including delivery, clarity, interpretation, and performance. | 0-10 quality rating | Narration-specific evidence from the matched audiobook edition | Yes | 17.8 | Higher values indicate stronger narration quality. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q02 | Quality Dimension | Story Quality | Overall strength of the story or content as experienced in the audiobook. | 0-10 quality rating | Book-level and audiobook-specific critical/listener evidence | Yes | 17.1 | Higher values indicate stronger story quality. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q03 | Quality Dimension | Character Development | Strength, depth, and progression of characters across the work. | 0-10 quality rating | Narrative analysis and independent review evidence | Yes | 12.5 | Higher values indicate stronger character development. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q04 | Quality Dimension | Emotional Impact | Degree to which the audiobook produces a meaningful emotional response. | 0-10 quality rating | Independent listener/reviewer evidence and narrative analysis | Yes | 11.8 | Higher values indicate stronger emotional impact. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q05 | Quality Dimension | Audio Production | Technical and production quality of the audiobook recording, editing, mixing, and presentation. | 0-10 quality rating | Recording-specific production evidence | Yes | 11.2 | Higher values indicate stronger audio production. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q06 | Quality Dimension | Originality | Degree to which the work offers distinctive ideas, execution, structure, voice, or perspective. | 0-10 quality rating | Critical analysis and independent review evidence | Yes | 10.5 | Higher values indicate stronger originality. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q07 | Quality Dimension | Replay Value | Likelihood that the audiobook experience rewards or invites repeat listening. | 0-10 quality rating | Listener evidence, narrative structure, and performance evidence | Yes | 9.9 | Higher values indicate stronger replay value. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-Q08 | Quality Dimension | World Building | Depth, coherence, and effectiveness of the setting, environment, or contextual world presented by the work. | 0-10 quality rating | Narrative analysis and independent review evidence | Yes | 9.2 | Higher values indicate stronger world building. | Published quality dimension | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P01 | Listening Profile | Pacing | Perceived speed and momentum of the listening experience. | Deliberate | Moderate | Fast | Narrative structure and listener/reviewer evidence | No | null | Descriptive trait; higher intensity is not inherently better. | Published listening-profile example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P02 | Listening Profile | Tone Intensity | Overall intensity of the audiobook's tone, atmosphere, or dramatic pressure. | Low | Moderate | High | Tone analysis and independent listener/reviewer evidence | No | null | Describes how intense the experience feels rather than its quality. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P03 | Listening Profile | Humor | Prominence and frequency of comedic or humorous material. | Low | Moderate | High | Narrative analysis and listener/reviewer evidence | No | null | Higher values mean humor is more prominent, not better. | Published listening-profile example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P04 | Listening Profile | Romance Focus | Prominence of romantic relationships or romantic plot elements. | Light | Moderate | Strong | Narrative analysis and genre/review evidence | No | null | Indicates how central romance is to the listening experience. | Published listening-profile example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P05 | Listening Profile | Narrative Complexity | Overall cognitive complexity created by plot structure, concepts, perspectives, and information density. | Low | Moderate | High | Narrative structure and independent listener/reviewer evidence | No | null | Higher values generally require more active tracking. | Published listening-profile example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P06 | Listening Profile | Emotional Resonance | Prominence and persistence of emotionally affecting material throughout the listening experience. | Low | Moderate | High | Listener/reviewer evidence and narrative analysis | No | null | Describes emotional presence rather than overall quality. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P07 | Listening Profile | Character Density | Number and concentration of distinct characters a listener may need to track. | Low | Moderate | High | Cast structure and narrative analysis | No | null | Higher values may increase memory and attention demands. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P08 | Listening Profile | Timeline Complexity | Degree to which the story uses multiple timelines, time shifts, flashbacks, or nonlinear sequencing. | Low | Moderate | High | Narrative structure and independent review evidence | No | null | Higher values may require closer attention to chronology. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P09 | Listening Profile | Violence Intensity | Prominence and intensity of violent, disturbing, or graphic content. | Low | Moderate | High | Content analysis and independent review evidence | No | null | A content-fit trait; higher values are not a quality judgment. | Published trait category | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-P10 | Listening Profile | Accessibility | How easy the audiobook is to follow without extensive concentration, prior knowledge, or frequent rewinding. | Low | Moderate | High | Structure, information density, narration clarity, and listener evidence | No | null | Higher accessibility generally indicates easier casual listening. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F01 | Listener Fit | Commute Fit | Suitability for typical commuting sessions where listening may be interrupted. | Low | Moderate | High | Pacing, accessibility, attention demand, and chapter structure | No | null | Higher values indicate stronger fit for commuting. | Published listener-fit example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F02 | Listener Fit | Road Trip Fit | Suitability for extended listening sessions during long drives or travel. | Low | Moderate | High | Engagement, pacing, length, continuity, and attention demand | No | null | Higher values indicate stronger fit for extended travel listening. | Published listener-fit example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F03 | Listener Fit | Bedtime Fit | Suitability for relaxed listening near sleep or during low-stimulation periods. | Low | Moderate | High | Tone, intensity, narration style, accessibility, and content | No | null | Higher values indicate stronger fit for bedtime listening. | Published listener-fit example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F04 | Listener Fit | Workout Fit | Suitability for listening during exercise or other physically active routines. | Low | Moderate | High | Pacing, energy, accessibility, and interruption tolerance | No | null | Higher values indicate stronger fit for active listening situations. | Published listener-fit example | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F05 | Listener Fit | Background / Multitask Fit | Suitability for listening while performing another low-to-moderate attention task. | Low | Moderate | High | Accessibility, complexity, character density, and timeline complexity | No | null | Higher values indicate the audiobook is easier to follow while multitasking. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-F06 | Listener Fit | Focused Listening Fit | Suitability for listeners who want an immersive experience that rewards close attention. | Low | Moderate | High | Complexity, emotional intensity, world building, and narrative structure | No | null | Higher values indicate stronger payoff from deliberate, focused listening. | Framework taxonomy | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
ALF-E01 | Evidence Support | Evidence Confidence | Strength of support behind a Recommendation DNA result based on the breadth, consistency, independence, and recording specificity of available evidence. | Limited (<55%) | Moderate (55-74%) | High (75-100%) | Independent evidence coverage and recording/edition matching | No | null | Confidence describes reliability of the result and does not change the quality score. | Published evidence-confidence framework | https://recommendedaudiobooks.com/how-recommendation-dna-works/ |
Audiobook Listener-Fit Framework
The Audiobook Listener-Fit Framework is an open structured taxonomy developed by Recommended Audiobooks for describing characteristics that influence the audiobook listening experience.
Traditional ratings mostly describe whether listeners liked a title. This framework is designed to describe how an audiobook listens and which types of listeners may be better suited to it.
Purpose
The framework organizes audiobook characteristics including:
- Narration
- Story pacing
- Attention demands
- Listening mood
- Narrative complexity
- Character and timeline complexity
- Listener fit
- Evidence confidence
- Similar-audiobook relationships
The goal is to help support a more useful question than a conventional star rating alone:
Is this likely to be a good audiobook for me?
Dataset Contents
This dataset contains structured listener-fit dimensions and criteria used by the Recommended Audiobooks research and discovery workflow.
Each criterion can include:
- Criterion identifier
- Dimension
- Criterion name
- Definition
- Scale
- Evidence basis
- Interpretation
Methodology
The framework is part of the research and discovery methodology developed for RecommendedAudiobooks.com.
The broader workflow combines multiple public data and evidence sources, reconciles audiobook identity and narration information, and organizes relevant evidence into structured audiobook profiles.
This public dataset contains the framework and taxonomy rather than the complete proprietary Recommended Audiobooks production database.
Project Website
https://recommendedaudiobooks.com/
Audiobook Listener-Fit Framework DOI
https://doi.org/10.5281/zenodo.22815434
GitHub
https://github.com/recommendedaudiobooks
Intended Uses
Potential uses include:
- Audiobook research
- Recommendation-system research
- Audiobook metadata organization
- Listener-preference modeling
- Discovery interfaces
- Reader-advisory research
- Analysis of audiobook listening characteristics
Limitations
Listener fit is not a guarantee that an individual listener will enjoy a particular audiobook.
Some audiobook characteristics involve interpretation and may change as additional evidence becomes available.
The framework should supplement rather than replace individual listener judgment and direct feedback.
Open Research & Data
Audiobook Listener-Fit Framework
A public structured taxonomy for describing audiobook narration, pacing, mood, attention demands, complexity, listener fit, and evidence confidence.
Hugging Face Dataset:
https://huggingface.co/datasets/recommendedaudiobooks/audiobook-listener-fit-framework
Methodology DOI:
https://doi.org/10.5281/zenodo.22815434
Project Website:
https://recommendedaudiobooks.com/
License
This dataset is released under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
Please provide attribution to:
Recommended Audiobooks — Audiobook Listener-Fit Framework
Citation
If you use or reference the Audiobook Listener-Fit Framework, please cite:
Cravedi, Kevin. Audiobook Listener-Fit Framework. Recommended Audiobooks.
https://doi.org/10.5281/zenodo.22815434
Project website:
https://recommendedaudiobooks.com/
Creator
Kevin Cravedi
Founder & Editor, Recommended Audiobooks
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