Table · dataset · 2026
Data, analyses and material associated with the manuscript “Believability and Conditional Inference in Mathematics Undergraduates: A Replication and Extension”
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.17028/rd.lboro.34046226.v1
<p dir="ltr">Mathematics uses many conditionals, sentences of the form ‘if <i>p</i> then <i>q</i>’.
Description
For a true conditional, inferences from <i>p</i> to <i>q</i> and from not-<i>q</i> to not-<i>p</i> are valid; inferences from <i>q</i> to <i>p</i> and from not-<i>p</i> to not-<i>q</i> are invalid. Logically, this applies regardless of content.
However, Alcock, Davies and Inglis (in press) found that content influences mathematics undergraduates’ reasoning. They reported that these students respond more normatively to inferences from true mathematical conditionals that are highly believable than from those that are less believable; also, that there are considerable individual differences. We replicate this work with a larger and more diverse sample, finding a similar overall believability effect but a different pattern of individual differences.
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We extend the work by relating conditional inference responses to prior performance in mathematics and to students’ cultural backgrounds. Finally, we offer a fuller theoretical account for why believability affects conditional inference in mathematics.</p><p><br></p><p dir="ltr">Codebook:</p><p dir="ltr">(i) Data are in 2024_Replication.csv</p><p dir="ltr">Variables:</p><p dir="ltr">Version - Participant number</p><p dir="ltr">Language - Participant's reported first language</p><p dir="ltr">Lang code - 1 = English, 2 = Chinese, 0 = other</p><p dir="ltr">Maths - A level mathematics grade</p><p dir="ltr">M points - A level mathematics points</p><p dir="ltr">F Maths - A level further mathematics grade</p><p dir="ltr">FM points - A level further mathematics points</p><p dir="ltr">Points - Total A level mathematics points (mathematics + further mathematics)</p><p dir="ltr">Q1-Q4 - MP, DA, AC and MT items for the (math believable) conditional “If n is a multiple of 6, then n is a multiple of 3.” 1 = accept, 0 = reject</p><p dir="ltr">Q5-Q8 - MP, DA, AC and MT items for the (math believable) conditional “If x is less than 2, then s is less than 5.” 1 = accept, 0 = reject</p><p dir="ltr">Q9-Q12 - MP, DA, AC and MT items for the (math unbelievable) conditional “If quadrilateral Q has a reflex angle, then it will tesselate.” 1 = accept, 0 = reject</p><p dir="ltr">Q13-Q16 - MP, DA, AC and MT items for the (math unbelievable) conditional “If sin x is greater than 0, then cos x is less than 1.” 1 = accept, 0 = reject</p><p dir="ltr">Q17-Q20 - MP, DA, AC and MT items for the (causal believable) conditional “If car ownership increases, then traffic congestion will get worse.” 1 = accept, 0 = reject</p><p dir="ltr">Q21-Q24 - MP, DA, AC and MT items for the (causal believable) conditional “If nurses' salaries are improved, then recruitment of nurses will increase.” 1 = accept, 0 = reject</p><p dir="ltr">Q25-Q28 - MP, DA, AC and MT items for the (causal unbelievable) conditional “If divorce is made more difficult, then the number of marriages will decrease.” 1 = accept, 0 = reject</p><p dir="ltr">Q29-Q32 - MP, DA, AC and MT items for the (causal unbelievable) conditional “If foreign investment is encouraged, then the UK car industry will revive.” 1 = accept, 0 = reject</p><p dir="ltr">Q33-Q36 - MP, DA, AC and MT items for the (causal unbelievable) conditional “If the letter is C, then the number is 7.” 1 = accept, 0 = reject</p><p dir="ltr">Q37-Q40 - MP, DA, AC and MT items for the (causal unbelievable) conditional “If the letter is N, then the number is 2.” 1 = accept, 0 = reject</p><p dir="ltr">Inc All - Whether completed all conditional inference items. 1 = yes, 0 = no</p><p dir="ltr">Inc 90 - Whether completed 90% of conditional inference items. 1 = yes, 0 = no</p><p dir="ltr">MPMB - Acceptances out of 2 for MP items for mathematical believable conditionals</p><p dir="ltr">DAMB - Acceptances out of 2 for DA items for mathematical believable conditionals</p><p dir="ltr">ACMB - Acceptances out of 2 for AC items for mathematical believable conditionals</p><p dir="ltr">MTMB - Acceptances out of 2 for MT items for mathematical believable conditionals</p><p dir="ltr">MPMU - Acceptances out of 2 for MP items for mathematical unbelievable conditionals</p><p dir="ltr">DAMU - Acceptances out of 2 for DA items for mathematical unbelievable conditionals</p><p dir="ltr">ACMU - Acceptances out of 2 for AC items for mathematical unbelievable conditionals</p><p dir="ltr">MTMU - Acceptances out of 2 for MT items for mathematical unbelievable conditionals</p><p dir="ltr">MPCB - Acceptances out of 2 for MP items for causal believable conditionals</p><p dir="ltr">DACB - Acceptances out of 2 for DA items for causal believable conditionals</p><p dir="ltr">ACCB - Acceptances out of 2 for AC items for causal believable conditionals</p><p dir="ltr">MTCB - Acceptances out of 2 for MT items for causal believable conditionals</p><p dir="ltr">MPCU - Acceptances out of 2 for MP items for causal unbelievable conditionals</p><p dir="ltr">DACU - Acceptances out of 2 for DA items for causal unbelievable conditionals</p><p dir="ltr">ACCU - Acceptances out of 2 for AC items for causal unbelievable conditionals</p><p dir="ltr">MTCU - Acceptances out of 2 for MT items for causal unbelievable conditionals</p><p dir="ltr">MPA - Acceptances out of 2 for MP items for abstract conditionals</p><p dir="ltr">DAA - Acceptances out of 2 for DA items for abstract conditionals</p><p dir="ltr">ACA - Acceptances out of 2 for AC items for abstract conditionals</p><p dir="ltr">MTA - Acceptances out of 2 for MT items for abstract conditionals</p><p><br></p><p dir="ltr">(ii) Tasks are in</p><p dir="ltr">2024_Replication_intstructions.tex, 2024_Replication_intstructions.pdf, 2024_Replication_abstract.tex, 2024_Replication_abstract.pdf, 2024_Replication_causal.tex, 2024_Replication_causal.pdf, 2024_Replication_math.tex, 2024_Replication_math.pdf,</p><p><br></p><p dir="ltr">(iii) Main analyses are in 2024_Replication.omv and 2024_Replication.html</p><p><br></p><p dir="ltr">(iv) Additional cluster analyses are in 2024_Replication_4clusters.html and 2024_Replication_5clusters.html</p><p><br></p><p dir="ltr">(v) Preregistration is in 2024_Replication_prereg.pdf</p><table><tr><td><p dir="ltr">© the authors</p></td></tr></table><p dir="ltr"><br></p><p dir="ltr"><br></p>
Links
Where it is published
- DOI doi.org/10.17028/rd.lboro.34046226.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Logic · Logic · Logic · Logic · Materials Science · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Tabular 65%
Provenance · 4 source records, 43 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34046226 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34046226 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34046226 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34046226 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:500308 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['logic'] |
| concepts[field].anzsrc:field:500308 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['logic'] |
| concepts[field].anzsrc:field:500308 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['logic'] |
| concepts[field].anzsrc:field:500308 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['logic'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |