PreprintCited by 3Biblical Studies and InterpretationDigital Humanities and ScholarshipClassical Studies and Philology

The DOI matches its Crossref record; 4 of the 4 references it cites were found in a registry or an index; none of the 17 sources its claims cite is checked for support yet.

A Statistical Investigation of the Synoptic Problem

Open access
Gentile, David·2026·Qeios

Abstract

This study presents a statistical investigation of the literary relationships among the three synoptic gospels — Matthew, Mark, and Luke — using vocabulary frequency data drawn from the Hoffmann, Hieke, and Bauer Synoptic Concordance. Word occurrence counts across nineteen synoptic categories are modeled using a Poisson distribution, and pairwise relationships between categories are tested using maximum likelihood estimation and the likelihood ratio test, with a correction for the overdispersion characteristic of word-frequency data. The analysis identifies statistically significant vocabulary affinities between specific synoptic categories, yielding evidence for Markan priority, for Luke's use of Matthew, and for a sayings source underlying the double tradition. The results are most consistent with the Three Source Hypothesis: Mark composed first; Matthew drew on Mark and a sayings source; Luke drew on Mark, the sayings source, and Matthew. The same framework accommodates, without establishing, more speculative refinements — a proto-Mark and a proto-Luke — that are developed on literary grounds in the discussion and reserved for fuller treatment elsewhere. An extended example from Luke 14:1–6 illustrates how an alliterative Aramaic saying, preserved in Greek translation, illustrates Luke's use of all three sources.

Overview

CoChat Summary

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TL;DR

Using 807 vocabulary items across 19 HHB synoptic categories, the paper fits Poisson models with likelihood-ratio tests and an overdispersion correction to test directional vocabulary prediction among Matthew, Mark, and Luke. It reports statistically significant support for Markan priority, Luke’s use of Matthew, and a sayings source, concluding the Three Source Hypothesis best fits the data.

Key findings

  • Markan priority: distinctively Markan vocabulary predicts Mark/Matthew shared material; the anchor relationship 121 → 221 remains significant at the order of 10⁻⁸ after correction and clears even the most conservative dispersion factor tested, while the reverse 211 → 221 does not appear.
  • Luke’s use of Matthew and the minor agreements: 211 → 212 has corrected p = 8.0 × 10⁻⁴ and 210 → 212 has corrected p = 8.0 × 10⁻⁵, indicating distinctively Matthean vocabulary predicts passages where Matthew and Luke agree against Mark.
  • Sayings source: both 201 → 202 and 102 → 202 predict the double tradition with near-equal weights (β = .1576 and β = .1484), which the paper reads as the symmetry of a shared source; 122 → 002 is reported as exploratory with corrected p = 2.0 × 10⁻⁶.
  • Overall: 17 relationships survive the paper’s filters; all 17 clear FDR at φ = 1.8, eight clear Bonferroni, and six form a “robust core” at φ = 2.5 spanning Markan priority, the Markan origin of triple-tradition agreements, the sayings source, and the minor agreements as Matthean.

Methods

  • Data: the Hoffmann, Hieke, and Bauer Synoptic Concordance, restricted to 807 fully tabulated vocabulary items across 19 synoptic categories, with each cell recording absolute occurrence counts.
  • Model: Poisson count models with maximum likelihood estimation and likelihood ratio tests; each ordered pair asks whether a predictor category improves prediction of a test category beyond the corpus-wide baseline, with 171 possible pairwise comparisons and a 66-comparison hypothesis-testing family.
  • Corrections: overdispersion estimated at φ ≈ 1.8 (1.88 for 222, 1.76 for 122, 1.80 for 002), applied by dividing each likelihood ratio statistic by φ; multiple-comparison control uses Bonferroni threshold .05/66 ≈ 7.6 × 10⁻⁴ and Benjamini-Hochberg FDR at q = 0.05, with robustness checks at φ = 2.17 and φ = 2.5.

Limitations

  • Stated: the study does not establish a proto-Mark or proto-Luke; the proto-Luke discussion is speculative, the Marcion question cannot be adjudicated, and the statistical evidence cannot adjudicate proto-Mark.
  • Stated: 122 → 002 lies outside the hypothesis-testing family and is reported as exploratory; direct Mark → Luke relationships clear only the FDR threshold, not Bonferroni, and some reported weights are not individually significant.
  • Stated/evident: the analysis depends on HHB concordance category assignments, excludes rarer items with incomplete data, excludes 200 → 202 on methodological grounds because the concordance distributes Matthean doublets across categories, and applies conservative overdispersion and multiple-comparison corrections; the paper also discloses AI assistance for copyediting, drafting, condensing, and consultation on overdispersion.

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Integrity signals

Registry

Crossref · 10.32388/ribdz7.3

Cites

4 of 4 references verified0 citation errors · 0 not checkable

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Verification

Claims the paper makes

84 Own interpretation · 41 Own result · 17 Own method · 9 Not checked yet · 5 No basis given · 2 Sources not found · 1 No full text of the sources

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Citations

Cites

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Research works printed but not linked: 7

  1. Kloppenborg, J. S. (1987). The formation of Q: Trajectories in Ancient Wisdom Collections. Philadelphia: Fortress Press.
  2. Farmer, W. R. (1976). The Synoptic Problem: A Critical Analysis 2nd ed. Macon: Mercer University Press.
  3. Gundry, R. H. (1992). Matthean Foreign Bodies in Agreements of Luke with Matthew Against Mark: Evidence that Luke used Matthew. In F. van Segbroeck (Ed.), The Four Gospels (Vol. 2, pp. 1466-95). Leuven: University Press.
  4. Greene, W. H. (2000). Econometric Analysis. 4th ed. Upper Saddle River: Prentice Hall.
  5. Oakes, M. P. (1998). Statistics for Corpus Linguistics. Edinburgh: University Press.
  6. BeDuhn, J. (2013). The First New Testament: Marcion's Scriptural Canon. Salem: Polebridge Press.
  7. Tyson, J. B. (2006). Marcion and Luke-Acts: A defining Struggle. Columbia: University of South Carolina Press.

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Metadata

Authors
Gentile, D.
Corresponding author
Gentile, David
Venue
Qeios
Publisher
Qeios Ltd
Published
2026-07-09
ISSN
2632-3834 (ISSN-L)
OpenAlex
W7167820081
Cited by
3
References
1
Citations by year
2026: 3
Type
posted content
Language
en
Open access
Locations
Qeios (submittedVersion, cc-by)
Topics
  • Social Sciences › Arts and Humanities › Religious studies › Biblical Studies and Interpretation
  • Social Sciences › Arts and Humanities › Literature and Literary Theory › Digital Humanities and Scholarship
  • Social Sciences › Arts and Humanities › Language and Linguistics › Classical Studies and Philology
Keywords
Synoptic problem, Synoptic Gospels, Markan priority, word frequency, word occurrences, Poisson distribution, overdispersion, Mark, Gospel of Luke

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CoChat. (2026). Citation check: A Statistical Investigation of the Synoptic Problem. https://app.cochat.ai/papers/10.32388/ribdz7.3
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Gentile, D. (2026). A Statistical Investigation of the Synoptic Problem. Qeios. https://doi.org/10.32388/ribdz7.3