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Phase 17 Reliability Pilot — Eight-Source Coding Test and Codebook Revisions

Phase 17 Reliability Pilot — Eight-Source Coding Test and Codebook Revisions

Design limitation: This is a single-researcher stability and ambiguity pilot, not a true inter-rater reliability study. No Cohen’s kappa or agreement percentage is reported because an independent second coder has not yet applied the codebook.

Pilot sample


  1. Lydia Maria Child, The Mother’s Book (1831) — domestic/moral manual.

  2. L. Emmett Holt, The Care and Feeding of Children (1901) — pediatric manual.

  3. John B. Watson, Psychological Care of Infant and Child (1928) — behaviorist manual.

  4. Benjamin Spock, The Common Sense Book of Baby and Child Care (1946) — pediatric/psychoanalytic popular manual.

  5. Thomas Gordon, Parent Effectiveness Training (1970) — communication skills.

  6. James Dobson, Dare to Discipline (1970) — evangelical/psychological authority.


  7. Ebony special issue on Black children (August 1974) — magazine/editorial corpus.

  8. James Comer and Alvin Poussaint, Raising Black Children (1992) — Black child development and social context.

First-pass coding results












































































SourceChildParentRelationship responsibilityConflict responseExpert role
Child 1831moral learner; family subordinate; vulnerable interior lifemoral authority; teacher; model; cultivator of affectionmutual but asymmetrical, with strong child dutyinstruction; affection; parent self-control; child correctionauthor supplements household/religious wisdom
Holt 1901vulnerable dependent; developmental organismmanager; consumer of medical adviceprimarily parent for health; relationship not discussedroutine; observation; referralcorrect parental ignorance; train mothers
Watson 1928plastic/trainable organism; potential riskmanager; behavioral technician; potential source of maladjustmentprimarily parent causally, not relationallyconditioning; routine; child correctionreplace intuition with scientific control
Spock 1946developmental and psychological selfsecure base; developmental facilitator; consumer of adviceprimarily parent/mother, with child development rather than reciprocityunderstanding; limits; affection; referral where neededsupplement wisdom and restore confidence
Gordon 1970autonomous individual; psychological selffacilitator; listener; partner in problem solvingmutual but asymmetricalactive listening; I-messages; no-lose problem solvingtrain parents; facilitate mutual understanding
Dobson 1970family subordinate; moral agent; potential defiant riskmoral authority; disciplinarian; religious modelprimarily child for respect, parent for loving controldiscipline; moral instruction; child correctionvalidate parental authority through credentials

Ebony 1974
psychological self; citizen; vulnerable to racial systemsprotector; advocate; identity facilitatorparent plus social/institutional systemscommunication; advocacy; institutional critiqueexperts and institutions are mixed—supportive and potentially biased
Comer/Poussaint 1992psychological self; citizen; vulnerable dependent; autonomous individual in formationsecure base; teacher; advocate; manager; partner with institutionsprimarily parent but constrained by social conditionslistening; structure; racial preparation; advocacy; nonviolent disciplinesupplement parental knowledge and challenge biased institutions

Ambiguities exposed



  1. Causal versus relational responsibility: Watson makes parents causally responsible for outcomes while teaching little reciprocal relationship work. These must be separate fields.


  2. Mutual but asymmetrical: nineteenth-century mutuality based on parent affection and child obedience differs from modern mutual influence plus greater adult responsibility. One code obscures this difference.


  3. Warmth versus connection: affection can be a tool of moral influence rather than recognition of the child’s independent account. Warmth alone cannot stand in for relational accountability.


  4. Expert supplementation versus validation: a source can both train parents and validate their authority. Multi-coding is required.


  5. Social-system responsibility: the original relationship-responsibility field inadequately captures racism, poverty, school systems, and coercive state action.


  6. Audience versus burden: a book addressed to “parents” may operationally assign nearly all work to mothers. Directed audience and practical responsibility must be coded separately.


  7. Silence: absence of apology language cannot be coded as opposition to apology. “Not discussed” is mandatory unless resistance is explicit.


  8. Magazine issue versus article: an issue’s table of contents establishes editorial agenda but not each article’s argument. Evidence-unit level must be recorded.

Codebook revisions — Version 1.1 supplement

New field A: Type of parental responsibility

New field B: Form of asymmetry

New field C: Function of warmth

New field D: Level of analysis

New field E: Evidence unit and access depth

Stability assessment

The codebook successfully distinguishes major historical models, but first-pass ambiguity was highest for relationship responsibility and expert role. The new fields reduce forced either/or judgments and preserve coexistence of hierarchy, affection, developmental causation, and institutional constraint.

A later independent-coder exercise should use at least twelve sources and calculate agreement for categorical fields. Until then, all synthesis claims should rely on transparent excerpts and confidence labels rather than quantitative reliability.

Pilot verdict

The codebook is sufficiently stable for the comparative argument and case-study phases, provided the Version 1.1 supplement is used and no numerical reliability claim is made.

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Arron Taylor

Arron Taylor

Software engineer building products that matter. Writing about faith, technology, and life in Milwaukee.

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