October 2026 General Conference › How it works › Full methodology
Full methodology
How a weekend of talks became the findings on this site, reported to the standard a peer-reviewed qualitative journal expects.
The analytic process
Design at a glance
| Research questions | What did the conference teach, how was it distributed across speakers and sessions, and what did speakers ask listeners to do? |
| Approach | Qualitative content analysis with thematic synthesis; descriptive claims only |
| Corpus | Census of all 37 addresses by 36 speakers in four general sessions (44,163 words), from the official published texts |
| Unit of analysis | Published paragraph within an address (932 meaning units) |
| Coding | Two-cycle coding (Saldaña, 2013): 1,801 code applications, 124 codes, 26 categories, 10 themes |
| Theory | Consulted only after themes emerged |
| Coder | Single coder: an AI language model (Claude, Anthropic) following a written protocol |
| Audit trail | Unit file with stable IDs, range-coded assignments, codebook and log, memos, scripts |
Procedure in detail
| Data | The official text of each address as published by the Church at churchofjesuschrist.org, retrieved October 11, 2026. Speaker names, callings, and talk titles are taken from those pages. The sustaining of officers, conducting remarks, prayers, and music are excluded, as are section headings, footnote text, and picture captions. An earlier pass of this study used machine transcripts of the broadcast; it was redone in full from the official texts, and this site reports only the redone study. |
| First cycle | All 932 units read in full and coded in talk order, one to three codes each: Initial coding by default, In Vivo where the speaker's words carried the concept, Process coding for actions. A code exists only with a one-sentence definition and inclusion and exclusion rules. One analytic memo per talk. |
| Second cycle | Open, axial, and selective coding (Williams & Moser, 2019): codes grouped into 26 categories, then ten themes stated as claims. Constant comparison throughout. Rhetorical moves coded but held out of the themes. Theme count set by the principal investigator. |
| Direct invitations | Pattern search for invitation language across all units, then a full reading of each talk's directive passages. Kept only direct invitations: sentences in which the speaker says “I invite,” “let us,” “please,” “I urge,” “I plead,” “I ask you,” “I call upon,” or names what follows as an invitation. Plain instructions, promises, wishes, and descriptions are excluded. Each invitation is quoted in the speaker's exact words; similar invitations are grouped, and subgroups are flagged. |
| Metrics | Word counts, word frequencies, Christ-reference density, leader mentions, and recurring phrases produced by deterministic scripts. Talk lengths come from the official video durations. Scripture references are counted from each talk's official footnotes and in-text citations; references to study aids (Guide to the Scriptures, Bible Dictionary, Topical Guide) are not counted. |
| Lessons | Three 30-minute lessons per talk (adults, youth, children) were drafted by the same AI model from the official text of each talk, checked by script (timing, exact quotations, scripture references cited at this conference), and then reviewed by a separate pass for fidelity to the talk, doctrine, and suitability for children. They are study aids, not official Church lessons. |
Saturation
All 26 categories had appeared by the 10th talk; after that, talks added new codes (talk-specific concepts) at a rate of 0 to 6 each but no new categories. The thematic structure was saturated well before the corpus ended (Guest, Bunce & Johnson, 2006).
A sample of the codebook
Six of the 124 codes. Every code carries a definition plus inclusion and exclusion rules, so a second coder can apply it the same way.
| Code | Category | Definition | Include | Exclude |
|---|---|---|---|---|
| come as you are | effort over perfection | One comes to Christ to be perfected, not after; unworthiness is the adversary's sign. | Perfection is pending; trespassers sign removed. | Repentance as daily practice (see repenting). |
| enabling grace | christ as agent | Grace as divine strength that enables endurance and growth beyond our own capacity. | Enabling power, strength beyond own, lengthening stride. | Forgiveness-focused atonement statements (see atonement and resurrection). |
| god works through people | god works through people | God fulfills His promises to succor primarily through other people. | Kimball 'through another person', disciples help Him keep promises, earthly 'Teds'. | Human ministering without divine-agency framing (see ministering with compassion). |
| peacemaker language | peacemaking | Choosing words that build peace; forgoing contention in speech. | Language of peacemakers, phrase lists. | — |
| gradual spiritual drift | drift and return | Imperceptible decline through neglect of practices. | Sink, slipping, diminishing faith. | Return after drift (see never too late). |
| never give up | effort over perfection | Explicit exhortation not to quit. | 'Don't ever give up', 'we fail only when we give up'. | Doing one's best without quitting frame (see doing one's best). |
Trustworthiness
Lincoln and Guba's (1985) criteria for qualitative rigor, and the evidence for each in this study.
| Credibility | All 150 excerpts in the invitation list and example tables, and every quotation in the lessons, verified by script to appear word for word in the cited unit of the official text. |
| Dependability | Rerunning the unit script reproduces all 932 units exactly; workbook counts are live formulas. |
| Confirmability | Codebook definitions, codebook log, and one memo per talk in the workbook. |
| Transferability | Claims scoped to this conference; master codebook supports future comparison. |
| Reliability | Blind double-code of one talk prepared with Cohen's kappa; threshold 0.61 (Landis & Koch, 1977). Not yet completed. |
Theory, after the fact
Mapped after coding. Eleven of 25 thematic categories map to no construct; two are candidate contributions: covenant reach (a commitment acting on people who never made it) and God works through people (promised help delivered through third parties). Quality of theory use: applied (Painter et al., 2008).
| Theme | Category | Construct | Fit | Evidence |
|---|---|---|---|---|
| 4 | Effort over perfection | Trying; lowering attitude toward failure (Theory of Trying) | Strong | "We fail only when we give up and stop trying" (T18.23) |
| 2 | Adversity reframed | Attitude toward process (Theory of Trying) | Strong | "the only way to get it is to go through it" (T02.07) |
| 9 | Sacrificial laws | Price value (UTAUT2) | Strong | The widow's objection "made sense from a worldly perspective" (T12.04) |
| 9 | Case against gambling | Price value and hedonic motivation (UTAUT2) | Strong | Opportunity cost set against gambling "even for fun" (T08.24) |
| 10 | Witness | Social influence (UTAUT) | Strong | Others' testimony as a driver of belief (T03.28) |
| 2 | Trust amid uncertainty | Attitude toward success (Theory of Trying) | Partial | Trust without explanation goes beyond anticipated-success affect (T02.20) |
| 4 | Drift and return | Habit (UTAUT2) | Partial | "We rarely intend to sink." (T15.19) |
| 9 | Recognizing blessings | Performance expectancy (UTAUT) | Partial | "significant but subtle blessings" (T30.12) |
| 8 | Devotional practices | Learning actions; effective vs mere use (Effective Use) | Analogical | Consistency over method (T32.15) |
| 8 | Guarding attention | Transparent interaction (Effective Use) | Analogical | Stillness restores access (T21.10) |
| 1 | Temple | Facilitating conditions (UTAUT) | Analogical | "as temples come closer" (T01.22) |
Talk summaries and plan ideas
Each talk's summary was written for this site from a full reading of its official text; any phrase in quotation marks was checked against the official text. The ideas offered on the plan page are suggestions written for this site to help make each invitation specific. They are not the speakers' words, and the invitations themselves are quoted exactly as published.
Reflexivity and the AI coder
Coding was performed by an AI language model working from the written protocol; the principal investigator set the scope and is responsible for reviewing the output. An AI coder is consistent and fully documented but can repeat a blind spot across passes, so a human double-code is required before publication.
Limitations
- The published text can differ slightly from what was spoken from the pulpit; this study follows the published text.
- Units follow the published paragraph breaks, so talks written in short paragraphs yield more units than talks written in long ones.
- Ten themes exceed the usual five to seven; themes 4 and 8 are broad but thin.
- Theory mappings are cross-context and partly analogical (Venkatesh, Thong & Xu, 2016).
- Single coder; agreement not yet measured.
- Findings describe this conference only.
Reporting standards
Reporting follows the Standards for Reporting Qualitative Research (O'Brien et al., 2014) and the relevant COREQ items (Tong, Sainsbury & Craig, 2007). Thematic synthesis follows Braun and Clarke (2006); reliability follows O'Connor and Joffe's (2020) guidance for intercoder agreement in qualitative research.
References
- Bagozzi, R. P., Davis, F. D., & Warshaw, P. R. (1992). Development and test of a theory of technological learning and usage. Human Relations, 45(7), 659–686.
- Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101.
- Burton-Jones, A., & Grange, C. (2013). From use to effective use: A representation theory perspective. Information Systems Research, 24(3), 632–658.
- Guest, G., Bunce, A., & Johnson, L. (2006). How many interviews are enough? An experiment with data saturation and variability. Field Methods, 18(1), 59–82.
- Landis, J. R., & Koch, G. G. (1977). The measurement of observer agreement for categorical data. Biometrics, 33(1), 159–174.
- Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry. SAGE.
- O'Brien, B. C., Harris, I. B., Beckman, T. J., Reed, D. A., & Cook, D. A. (2014). Standards for reporting qualitative research. Academic Medicine, 89(9), 1245–1251.
- O'Connor, C., & Joffe, H. (2020). Intercoder reliability in qualitative research: Debates and practical guidelines. International Journal of Qualitative Methods, 19, 1–13.
- Painter, J. E., Borba, C. P. C., Hynes, M., Mays, D., & Glanz, K. (2008). The use of theory in health behavior research from 2000 to 2005. Annals of Behavioral Medicine, 35(3), 358–362.
- Saldaña, J. (2013). The coding manual for qualitative researchers (2nd ed.). SAGE.
- Tong, A., Sainsbury, P., & Craig, J. (2007). Consolidated criteria for reporting qualitative research (COREQ). International Journal for Quality in Health Care, 19(6), 349–357.
- Venkatesh, V., Thong, J. Y. L., & Xu, X. (2016). Unified theory of acceptance and use of technology: A synthesis and the road ahead. Journal of the Association for Information Systems, 17(5), 328–376.
- Williams, M., & Moser, T. (2019). The art of coding and thematic exploration in qualitative research. International Management Review, 15(1), 45–55.
- Gollwitzer, P. M., & Sheeran, P. (2006). Implementation intentions and goal achievement: A meta-analysis of effects and processes. Advances in Experimental Social Psychology, 38, 69–119. (Basis for the six-month plan design.)