{"text_format":"2","workbook":"xlsx","n_sheets":2,"sheets":["Notes","Parameter_estimates"],"not_rendered":{"charts":0,"images":0,"macros":0,"external_links":0,"defined_names":0,"comments":0,"pivot_tables":0},"unopened":[],"bounds":{"document_bytes":16777216,"sheet_cells":100000,"run_cost":"one","rows_first":2000,"rows_last":500,"rows_between":2000,"halvings":0,"cell_chars":16384,"cell_head_chars":4096},"cells_cut":0,"cells_raw":0,"read":"whole","date_system":"1900"}

{"sheet":"Notes","index":0,"n_rows":30,"n_cols":1,"rows_kept":30,"cut":false,"hidden":false,"merged":[]}
["Associations Between Characteristics of Students (ABCS) part-time progression model results datafile"]
["Published as official statistics by the Office for Students on 30th September 2022"]
["This workbook provides the parameter estimates from the statistical model for the Office for Students' ABCS part-time progression measure, which uses student, geographic and study characteristics to predict progression to employment and further study. "]
["Details of the methodology used to create these quintiles can be found in the ABCS publication:"]
["https://www.officeforstudents.org.uk/data-and-analysis/associations-between-characteristics-of-students"]
[]
["Population"]
["UK domiciled part-time undergraduate respondents at English providers to the Graduate Outcomes survey who graduated in the academic years 2017-18 to 2018-19"]
[]
["Data sources"]
["The data tables presented in this workbook were produced using data from the following sources, for the population of learners described above."]
[" - the National Pupil Database (NPD) provided by the Department for Education;"]
[" - the Higher Education Statistics Agency’s (HESA’s) student record; "]
[" - the HESA Alternative Provider (AP), or Student Alternative (SA), record; "]
[" - the Education and Skills Funding Agency’s (ESFA’s) individualised learner record (ILR);"]
[" - the Graduate Outcomes survey"]
[]
["Notes"]
["1. This datafile contains 125 data lines."]
["2. Please note this analysis contains data sourced from the Department for Education’s National Pupil Database. The DfE do not accept responsibility for any inferences or conclusions derived from the NPD data by third parties."]
["3. The characteristics used to inform this measure are: age group, disability, ethnicity, sex, IDACI, IMD, Adult HE quintile, local or distance learner. Full definitions and reference categories for each characteristic can be found in the report at the link above."]
["4. All parameter estimates and standard errors are rounded to two decimal places, while p-values are rounded to four decimal places."]
["5. A zero coefficient and a blank standard error and p-value indicates that the statistical model was unable to estimate parameters for the combination of factors shown."]
[]
["The Office for Students is committed to following the Code of Practice for the statistics it produces. Details can be found on the website of the UK Statistics Authority at www.statisticsauthority.gov.uk/code-of-practice/."]
[]
["Enquiries"]
["For enquiries regarding this data, please contact: "]
["Jules Clayton, Senior Analyst"]
["official.statistics@officeforstudents.org.uk"]

{"sheet":"Parameter_estimates","index":1,"n_rows":135,"n_cols":6,"rows_kept":135,"cut":false,"hidden":false,"merged":[]}
["Associations Between Characteristics of Students (ABCS) part-time progression model results datafile"]
["Notes"]
["1. This datafile contains 125 data lines."]
["2. Please note this analysis contains data sourced from the Department for Education’s National Pupil Database. The DfE do not accept responsibility for any inferences or conclusions derived from the NPD data by third parties."]
["3. The characteristics used to inform this measure are: age group, disability, ethnicity, sex, IDACI, IMD, Adult HE quintile, local or distance learner. Full definitions and reference categories for each characteristic can be found in the report at the link in the \"Notes\" tab of this workbook."]
["4. All parameter estimates and standard errors are rounded to two decimal places, while p-values are rounded to four decimal places."]
["5. A zero coefficient and a blank standard error and p-value indicates that the statistical model was unable to estimate parameters for the combination of factors shown."]
[]
["Table 1: Parameter estimates for ABCS part-time progression"]
["Effect","Variable 1","Variable 2","Coefficient","Standard error","p-value"]
["Intercept",null,null,2.12,0.1,"<.0001"]
["Adult HE","Quintile 1",null,-0.27,0.06,"<.0001"]
["Adult HE","Quintile 2",null,-0.16,0.05,1.8E-3]
["Adult HE","Quintile 3",null,-0.14000000000000001,0.05,6.4999999999999997E-3]
["Adult HE","Quintile 4",null,-0.06,0.05,0.22550000000000001]
["Adult HE","Unknown or N/A",null,0.31,0.32,0.33889999999999998]
["Age group","18 and under",null,-0.75,0.34,2.7699999999999999E-2]
["Age group",19,null,-1.06,0.34,1.9E-3]
["Age group",20,null,-1.04,0.34,2.2000000000000001E-3]
["Age group","21-25",null,-0.23,0.09,1.3599999999999999E-2]
["Age group","31-40",null,0.16,0.1,0.12989999999999999]
["Age group","41-50",null,0.22,0.11,4.6300000000000001E-2]
["Age group","51+",null,0.18,0.14000000000000001,0.20069999999999999]
["Disability","Cognitive or learning difficulties",null,0.05,7.0000000000000007E-2,0.45810000000000001]
["Disability","Mental health condition",null,-0.47,0.09,"<.0001"]
["Disability","Multiple or other impairments",null,-0.18,7.0000000000000007E-2,6.4999999999999997E-3]
["Disability","Sensory, medical or physical impairments",null,-7.0000000000000007E-2,0.09,0.41889999999999999]
["Disability","Social or communication impairment",null,-0.45,0.23,5.1400000000000001E-2]
["Ethnicity","Asian or Asian British - Bangladeshi",null,-0.23,1.1100000000000001,0.83699999999999997]
["Ethnicity","Asian or Asian British - Indian",null,0.37,0.34,0.27210000000000001]
["Ethnicity","Asian or Asian British - Pakistani",null,-1.33,0.4,1E-3]
["Ethnicity","Asian or Asian British - other",null,-0.77,0.37,3.8100000000000002E-2]
["Ethnicity","Black or black British - African",null,0.87,0.47,6.2600000000000003E-2]
["Ethnicity","Black or black British - Caribbean",null,0.72,0.61,0.23680000000000001]
["Ethnicity","Black or black British - other",null,1.01,1.05,0.33439999999999998]
["Ethnicity","Mixed - white and Asian",null,-0.16,0.51,0.75090000000000001]
["Ethnicity","Mixed - white and black African",null,-0.95,0.63,0.13469999999999999]
["Ethnicity","Mixed - white and black Caribbean",null,0.3,0.54,0.58040000000000003]
["Ethnicity","Mixed - other",null,-0.6,0.4,0.14000000000000001]
["Ethnicity","Other ethnic group",null,0.14000000000000001,0.49,0.7681]
["Ethnicity","Refused or unknown",null,0.21,0.31,0.50700000000000001]
["IDACI","Quintile 1",null,0.04,0.09,0.65110000000000001]
["IDACI","Quintile 2",null,0.02,0.08,0.83730000000000004]
["IDACI","Quintile 3",null,-0.08,0.06,0.2177]
["IDACI","Quintile 4",null,-0.04,0.05,0.47060000000000002]
["IDACI","Unknown or N/A",null,0]
["IMD","Quintile 1",null,-0.35,0.09,1E-4]
["IMD","Quintile 2",null,-0.22,7.0000000000000007E-2,2.8E-3]
["IMD","Quintile 3",null,-0.12,0.06,5.6800000000000003E-2]
["IMD","Quintile 4",null,-0.04,0.05,0.49940000000000001]
["IMD","Unknown or N/A",null,-0.31,7.0000000000000007E-2,"<.0001"]
["Local or distance learner","Distance",null,-0.61,0.1,"<.0001"]
["Local or distance learner","Local",null,-0.3,0.11,5.7000000000000002E-3]
["Sex","Male",null,-0.05,0.06,0.40639999999999998]
["Age group*Local or distance learner","18 and under","Distance",-0.03,0.18,0.88839999999999997]
["Age group*Local or distance learner","18 and under","Local",-0.12,0.18,0.49209999999999998]
["Age group*Local or distance learner",19,"Distance",0.28999999999999998,0.18,0.1104]
["Age group*Local or distance learner",19,"Local",-0.13,0.17,0.47270000000000001]
["Age group*Local or distance learner",20,"Distance",0.25,0.18,0.1575]
["Age group*Local or distance learner",20,"Local",-0.09,0.17,0.57889999999999997]
["Age group*Local or distance learner","21-25","Distance",0.18,0.12,0.1241]
["Age group*Local or distance learner","21-25","Local",-0.18,0.13,0.15479999999999999]
["Age group*Local or distance learner","31-40","Distance",-0.27,0.12,2.53E-2]
["Age group*Local or distance learner","31-40","Local",-0.21,0.13,0.1115]
["Age group*Local or distance learner","41-50","Distance",-0.32,0.13,1.61E-2]
["Age group*Local or distance learner","41-50","Local",-0.15,0.15,0.3266]
["Age group*Local or distance learner","51+","Distance",0.21,0.17,0.21129999999999999]
["Age group*Local or distance learner","51+","Local",0.05,0.19,0.78359999999999996]
["Ethnicity*IDACI","Asian or Asian British - Bangladeshi","Quintile 1",0.45,1.1499999999999999,0.69599999999999995]
["Ethnicity*IDACI","Asian or Asian British - Bangladeshi","Quintile 2",0.09,1.1599999999999999,0.93479999999999996]
["Ethnicity*IDACI","Asian or Asian British - Bangladeshi","Quintile 3",-0.86,1.2,0.47470000000000001]
["Ethnicity*IDACI","Asian or Asian British - Bangladeshi","Quintile 4",-0.64,1.26,0.61480000000000001]
["Ethnicity*IDACI","Asian or Asian British - Bangladeshi","Unknown or N/A",-2.2799999999999998,1.61,0.15790000000000001]
["Ethnicity*IDACI","Asian or Asian British - Indian","Quintile 1",-0.57999999999999996,0.41,0.15279999999999999]
["Ethnicity*IDACI","Asian or Asian British - Indian","Quintile 2",-0.33,0.41,0.40920000000000001]
["Ethnicity*IDACI","Asian or Asian British - Indian","Quintile 3",-0.55000000000000004,0.41,0.17960000000000001]
["Ethnicity*IDACI","Asian or Asian British - Indian","Quintile 4",-0.05,0.46,0.90590000000000004]
["Ethnicity*IDACI","Asian or Asian British - Indian","Unknown or N/A",-1.25,0.68,6.4799999999999996E-2]
["Ethnicity*IDACI","Asian or Asian British - Pakistani","Quintile 1",0.93,0.44,3.39E-2]
["Ethnicity*IDACI","Asian or Asian British - Pakistani","Quintile 2",0.72,0.44,0.10680000000000001]
["Ethnicity*IDACI","Asian or Asian British - Pakistani","Quintile 3",1.1399999999999999,0.46,1.35E-2]
["Ethnicity*IDACI","Asian or Asian British - Pakistani","Quintile 4",1.34,0.59,2.24E-2]
["Ethnicity*IDACI","Asian or Asian British - Pakistani","Unknown or N/A",1.79,0.76,1.84E-2]
["Ethnicity*IDACI","Asian or Asian British - other","Quintile 1",0.78,0.46,9.4799999999999995E-2]
["Ethnicity*IDACI","Asian or Asian British - other","Quintile 2",0.61,0.45,0.17280000000000001]
["Ethnicity*IDACI","Asian or Asian British - other","Quintile 3",0.53,0.47,0.26100000000000001]
["Ethnicity*IDACI","Asian or Asian British - other","Quintile 4",0.68,0.53,0.19289999999999999]
["Ethnicity*IDACI","Asian or Asian British - other","Unknown or N/A",0.13,0.72,0.86180000000000001]
["Ethnicity*IDACI","Black or black British - African","Quintile 1",-0.98,0.48,4.36E-2]
["Ethnicity*IDACI","Black or black British - African","Quintile 2",-0.98,0.49,4.65E-2]
["Ethnicity*IDACI","Black or black British - African","Quintile 3",-1.2,0.51,1.7500000000000002E-2]
["Ethnicity*IDACI","Black or black British - African","Quintile 4",-1.3,0.53,1.38E-2]
["Ethnicity*IDACI","Black or black British - African","Unknown or N/A",-1.27,0.62,4.0800000000000003E-2]
["Ethnicity*IDACI","Black or black British - Caribbean","Quintile 1",-1.0900000000000001,0.63,8.4099999999999994E-2]
["Ethnicity*IDACI","Black or black British - Caribbean","Quintile 2",-0.81,0.64,0.20760000000000001]
["Ethnicity*IDACI","Black or black British - Caribbean","Quintile 3",-0.94,0.65,0.14990000000000001]
["Ethnicity*IDACI","Black or black British - Caribbean","Quintile 4",-0.62,0.76,0.41539999999999999]
["Ethnicity*IDACI","Black or black British - Caribbean","Unknown or N/A",5.21,27.45,0.84940000000000004]
["Ethnicity*IDACI","Black or black British - other","Quintile 1",-1.57,1.0900000000000001,0.14749999999999999]
["Ethnicity*IDACI","Black or black British - other","Quintile 2",-1.1000000000000001,1.1299999999999999,0.32919999999999999]
["Ethnicity*IDACI","Black or black British - other","Quintile 3",-2.61,1.17,2.58E-2]
["Ethnicity*IDACI","Black or black British - other","Quintile 4",-0.44,1.49,0.76859999999999995]
["Ethnicity*IDACI","Black or black British - other","Unknown or N/A",0]
["Ethnicity*IDACI","Mixed - white and Asian","Quintile 1",0.53,0.71,0.45440000000000003]
["Ethnicity*IDACI","Mixed - white and Asian","Quintile 2",0.52,0.71,0.45929999999999999]
["Ethnicity*IDACI","Mixed - white and Asian","Quintile 3",-0.18,0.68,0.7853]
["Ethnicity*IDACI","Mixed - white and Asian","Quintile 4",-0.83,0.68,0.2205]
["Ethnicity*IDACI","Mixed - white and Asian","Unknown or N/A",-0.16,0.99,0.87270000000000003]
["Ethnicity*IDACI","Mixed - white and black African","Quintile 1",0.98,0.78,0.21260000000000001]
["Ethnicity*IDACI","Mixed - white and black African","Quintile 2",0.17,0.79,0.82679999999999998]
["Ethnicity*IDACI","Mixed - white and black African","Quintile 3",1.68,0.99,8.9099999999999999E-2]
["Ethnicity*IDACI","Mixed - white and black African","Quintile 4",0.98,0.9,0.27550000000000002]
["Ethnicity*IDACI","Mixed - white and black African","Unknown or N/A",0.8,1.06,0.45350000000000001]
["Ethnicity*IDACI","Mixed - white and black Caribbean","Quintile 1",0.73,0.69,0.28920000000000001]
["Ethnicity*IDACI","Mixed - white and black Caribbean","Quintile 2",-0.45,0.65,0.48570000000000002]
["Ethnicity*IDACI","Mixed - white and black Caribbean","Quintile 3",-0.56000000000000005,0.67,0.39889999999999998]
["Ethnicity*IDACI","Mixed - white and black Caribbean","Quintile 4",-0.54,0.72,0.45050000000000001]
["Ethnicity*IDACI","Mixed - white and black Caribbean","Unknown or N/A",-0.6,1,0.54890000000000005]
["Ethnicity*IDACI","Mixed - other","Quintile 1",0.18,0.5,0.72099999999999997]
["Ethnicity*IDACI","Mixed - other","Quintile 2",0.53,0.53,0.316]
["Ethnicity*IDACI","Mixed - other","Quintile 3",0.73,0.61,0.23130000000000001]
["Ethnicity*IDACI","Mixed - other","Quintile 4",0.52,0.59,0.38269999999999998]
["Ethnicity*IDACI","Mixed - other","Unknown or N/A",2.4,1.1100000000000001,3.04E-2]
["Ethnicity*IDACI","Other ethnic group","Quintile 1",-0.88,0.54,0.10589999999999999]
["Ethnicity*IDACI","Other ethnic group","Quintile 2",-0.23,0.59,0.70020000000000004]
["Ethnicity*IDACI","Other ethnic group","Quintile 3",-0.13,0.62,0.8276]
["Ethnicity*IDACI","Other ethnic group","Quintile 4",-0.12,0.64,0.85699999999999998]
["Ethnicity*IDACI","Other ethnic group","Unknown or N/A",0.97,1.17,0.40649999999999997]
["Ethnicity*IDACI","Refused or unknown","Quintile 1",0.14000000000000001,0.43,0.74970000000000003]
["Ethnicity*IDACI","Refused or unknown","Quintile 2",-0.1,0.42,0.80359999999999998]
["Ethnicity*IDACI","Refused or unknown","Quintile 3",0.03,0.41,0.94210000000000005]
["Ethnicity*IDACI","Refused or unknown","Quintile 4",-0.81,0.39,3.6900000000000002E-2]
["Ethnicity*IDACI","Refused or unknown","Unknown or N/A",0.74,0.62,0.2319]
["Sex*Local or distance learner","Male","Distance",0.45,7.0000000000000007E-2,"<.0001"]
["Sex*Local or distance learner","Male","Local",0.16,0.08,4.36E-2]