Table · dataset · 2026
From online early warning to student support
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33950767.v2
<p dir="ltr">Online early-warning systems use learning analytics to identify students at risk, but the resulting predictions do not determine how finite human support should be allocated.
Description
This study develops a five-stage analytical framework linking allocation to outcomes: allocation, delivery, response, repeat allocation, and final outcomes. It compares risk-agnostic random allocation, highest-risk allocation, and risk-band randomization under equal capacity. </p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33950767.v2 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
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 · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Humanities · Humanities · Humanities · Humanities · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Learning analytics · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science
Provenance · 11 source records, 74 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/33950767 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33950767 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33950767 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/33950767 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/33950767 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:390303 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Higher education'] |
| concepts[field].anzsrc:field:390408 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| concepts[field].anzsrc:field:390408 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['learning analytics'] |
| 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 · zivahub uct ac za | connector:zivahub_uct_ac_za@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 · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@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:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@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 · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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:engineering | 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 · dayta nwu ac za | connector:dayta_nwu_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 · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · figshare com | connector:figshare_com@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 · 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 · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · datahub hku hk | connector:datahub_hku_hk@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 dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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 · figshare com | connector:figshare_com@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |