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"contents": "<span style=\"font-weight: 400;\">South African university and college (tertiary education) students will be welcomed back to campuses around the country as</span><a href=\"https://www.sabcnews.com/sabcnews/phased-in-return-of-students-to-tertiary-institutions/\"><span style=\"font-weight: 400;\"> lockdown Level 1</span></a><span style=\"font-weight: 400;\"> takes effect. However, the journey to this point has been fraught with challenges and students are likely to return on an unequal footing. Institutions have shown</span><a href=\"https://mg.co.za/education/2020-07-28-walter-sisulu-university-is-playing-catch-up-with-online-learning/\"> <span style=\"font-weight: 400;\">varying degrees of capability</span></a><span style=\"font-weight: 400;\"> to roll out remote learning, necessitating an</span><a href=\"https://www.news24.com/news24/southafrica/news/2021-intake-of-first-year-university-students-will-likely-be-later-than-usual-nzimande-20200708\"> <span style=\"font-weight: 400;\">extension of the academic year</span></a><span style=\"font-weight: 400;\">; the National Student Financial Aid Scheme has been under fire for </span><a href=\"https://www.dailymaverick.co.za/article/2020-08-26-nzimande-academic-year-ends-in-february-2021-and-corruption-fears-delay-nsfas-laptop-tenders/\"><span style=\"font-weight: 400;\">failing to provide students with laptops</span></a><span style=\"font-weight: 400;\"> as promised; and students have been battling with an </span><a href=\"https://www.dispatchlive.co.za/news/2020-09-07-fort-hare-students-caught-in-covid-19-sparked-data-crisis/\"><span style=\"font-weight: 400;\">inadequate supply of data</span></a> <span style=\"font-weight: 400;\">to access online learning materials.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-08-26-nzimande-academic-year-ends-in-february-2021-and-corruption-fears-delay-nsfas-laptop-tenders/\r\n\r\n<span style=\"font-weight: 400;\">Additionally, glaring structural inequalities shape the household environment in which students have been expected to learn new academic material online. Household access to electricity, a stable internet connection and a suitable device off which to learn can be considered three minimum resource requirements for remote learning to take place. However, we find that more than 50% of students </span><span style=\"font-weight: 400;\">reside in municipalities where less than 10% of households have access to all three of these resources</span><span style=\"font-weight: 400;\">.</span>\r\n\r\n<b>Where do tertiary students reside?</b>\r\n\r\n<span style=\"font-weight: 400;\">On the whole, the distribution of students mirrors overall population density closely; provinces with low population density have low student numbers (</span><a href=\"http://www.statssa.gov.za/?page_id=964\"><span style=\"font-weight: 400;\">Statistics South Africa</span></a><span style=\"font-weight: 400;\">). </span><b>Figure 1</b><span style=\"font-weight: 400;\"> shows that university student origins are more concentrated than TVET student origins. For example, just over 25% of all students in the university sector come from three municipalities. For TVET students the concentration is lower; 25% of all students in the TVET sector come from six municipalities.</span>\r\n\r\n<span style=\"font-weight: 400;\">The City of Cape Town is the municipality most densely populated with TVET students. The second, third and fourth most populated municipalities with TVET students overlap with the top three most populated municipalities with university students, namely: Ekurhuleni, eThekwini and the City of Tshwane.</span>\r\n\r\n<b>Figure 1: The distribution of university and TVET college students by municipality.</b>\r\n\r\n<p><img loading=\"lazy\" class=\"size-full wp-image-727514\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/Oped-Saldru-StudentsTW-inset-1.jpg\" alt=\"\" width=\"2000\" height=\"1000\" /> Figure 1: Source: Authors’ own calculations using data from Higher Education Management Information System [HEMIS] 2018, Technical and Vocational Education and Training Management Information System [TVETMIS] 2019. Sample: Number of students: N=1 043 646 (University); N=648 498 (TVET)</p><b>Extent of access to remote learning resources</b>\r\n\r\n<span style=\"font-weight: 400;\">Using the 2016 South African Community Survey Data, we construct indicators for access to electricity, access to a stable internet connection and access to a device (tablet or computer) in the home. Each indicator is aggregated to the local municipality level to estimate the proportion of all households in each municipality with access to the respective resource. University and TVET college students are then mapped to these </span><span style=\"font-weight: 400;\">municipality-level indicators using institutional data</span><span style=\"font-weight: 400;\">.</span>\r\n\r\n<span style=\"font-weight: 400;\">The average characteristics of households in more densely populated municipalities will contribute more significantly to the aggregate indicator. Our estimates of access to remote learning resources below should be understood with these distributions in mind.</span>\r\n\r\n<span style=\"font-weight: 400;\">We find t</span><span style=\"font-weight: 400;\">he majority (97.4%) of university students reside in municipalities where more than 75% of households have access to electricity, as do the majority of TVET students (96.57%)</span><span style=\"font-weight: 400;\">. However, a “reliable” supply of electricity is in question given the intermittent</span><a href=\"https://www.dailymaverick.co.za/article/2020-09-03-level-2-brings-a-new-normal-and-load-shedding/\"> <span style=\"font-weight: 400;\">load shedding</span></a><span style=\"font-weight: 400;\"> periods the country has had to embrace.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-09-03-level-2-brings-a-new-normal-and-load-shedding/\r\n\r\n<span style=\"font-weight: 400;\">In addition, internet connectivity levels are low. The majority (53.15%) of university students come from municipalities in which just 10 to 20% of households have access to the internet. On the other hand, the majority of TVET students (48.9%) reside in municipalities in which fewer than 10% of the households have access to an internet connection.</span>\r\n\r\n<span style=\"font-weight: 400;\">On </span><span style=\"font-weight: 400;\">average, just under half of university students reside in municipalities where between 30% and 47% of households (at the upper end) have access to a device </span><span style=\"font-weight: 400;\">(computer or table</span><span style=\"font-weight: 400;\">t, which may or may not be shared). In comparison, only one-third of TVET students reside in municipalities with similar device access levels.</span>\r\n\r\n<span style=\"font-weight: 400;\">It should be noted, though, that our results only elicit the average characteristics of households in students’ municipalities, and not the characteristics of student households themselves. Nonetheless, they are broadly illustrative of low levels of access to the necessary – although not sufficient – remote learning “resources” in municipalities in which students reside.</span>\r\n\r\n<span style=\"font-weight: 400;\">We additionally construct </span><span style=\"font-weight: 400;\">a single indicator which measures if a household has access to all three of these resources, and aggregate it to the municipality level </span><b>(Figure 2)</b><span style=\"font-weight: 400;\">.</span><span style=\"font-weight: 400;\"> We estimate that more than 50% of both university and TVET students reside in municipalities where fewer than 10% of households have access to all three resources – 39% of TVET students come from municipalities where fewer than 4.4% of households have access, compared to 29% of university students. This means a higher proportion of TVET students compared to university students are clustered at the lower end of the distribution, once again foregrounding the relative disadvantage of TVET students regarding ability to learn remotely.</span>\r\n\r\n<b>Figure 2: Percentage of students by share of households in their home municipality with access to electricity, internet and a computer or laptop in their home (access to all remote learning resources)</b>\r\n\r\n<p><img loading=\"lazy\" class=\"size-full wp-image-726546\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/Oped-Saldru-StudentsTW-inset-3.png\" alt=\"\" width=\"688\" height=\"344\" /> Source: Authors’ own calculations using data from Community Survey 2016 (StatsSA), HEMIS 2018, TVETMIS 2019. Community survey data are weighted using household-level post-stratification weights. Sample: N=1 043 646 (University); N=648 498 (TVET)</p>\r\n\r\n<b>Remote learning without adequate resources</b>\r\n\r\n<span style=\"font-weight: 400;\">Given these findings, the impact of protracted online learning is unlikely to have been negligible, and students who are not yet able to return to campuses will likely face continued constraints to their learning. Theref</span><span style=\"font-weight: 400;\">ore, lack of access to remote learning resources is likely to have disadvantaged, and continue to disadvantage, students during this time. Although </span><span style=\"font-weight: 400;\">on-campus living presents a way – albeit imperfect – of equalising access to resources for students from various backgrounds,</span><span style=\"font-weight: 400;\"> this setback is unfortunately unlikely to be remedied solely by students returning to campus.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-06-25-the-poor-at-universities-left-behind-in-lockdown-says-student-union/#gsc.tab=0\r\n\r\n<span style=\"font-weight: 400;\">While solutions to remedy the situation have been implemented to varying degrees across the sector, these have been implemented in an uncoordinated manner, and students have remained</span><a href=\"https://www.dailymaverick.co.za/article/2020-06-25-the-poor-at-universities-left-behind-in-lockdown-says-student-union/#gsc.tab=0\"> <span style=\"font-weight: 400;\">underserved</span></a><span style=\"font-weight: 400;\">. It seems, additionally, that judging solely on the average municipality-level characteristics of students’ homes, TVET students have fared worse than university students. However, we acknowledge that varying degrees of institutional advantage exist across the university (and TVET college) sector too. </span><b>DM</b>\r\n\r\n<i><span style=\"font-weight: 400;\">This work is funded by the</span></i><a href=\"https://www.spencer.org/\"> <i><span style=\"font-weight: 400;\">Spencer Foundation</span></i></a><i><span style=\"font-weight: 400;\">. It is an introductory analysis to a larger project within the</span></i><a href=\"https://www.saldru.uct.ac.za/project/siyaphambili-research-group/\"> <i><span style=\"font-weight: 400;\">Siyaphambili research group</span></i></a><i><span style=\"font-weight: 400;\"> investigating the effects of the Covid-19 health crisis on inequalities in the South African tertiary education sector.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Emma Whitelaw is a doctoral student in Economics at the University of Cape Town. She is a graduate associate at the Southern Africa Labour and Development Research Unit (SALDRU) for the Siyaphambili Post-School Research group, where her research focuses on post-school education and training. She receives funding from the National Research Foundation.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Samantha Culligan is a masters student in Economics at the University of Cape Town. She is a research assistant at SALDRU for the Siyaphambili Post-School Research group, where her research focuses on post-school education and training. She receives funding from the National Research Foundation.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Nicola Branson is a Senior Research Officer in SALDRU in the School of Economics at the University of Cape Town. She heads the Siyaphambili Post-School Research group, where her research focuses on inequalities in access to post-school education and subsequent transitions into the labour market.</span></i>",
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"name": "Source: Authors’ own calculations using data from Community Survey 2016 (StatsSA), HEMIS 2018, TVETMIS 2019. Community survey data are weighted using household-level post-stratification weights. Sample: N=1 043 646 (University); N=648 498 (TVET)",
"description": "<span style=\"font-weight: 400;\">South African university and college (tertiary education) students will be welcomed back to campuses around the country as</span><a href=\"https://www.sabcnews.com/sabcnews/phased-in-return-of-students-to-tertiary-institutions/\"><span style=\"font-weight: 400;\"> lockdown Level 1</span></a><span style=\"font-weight: 400;\"> takes effect. However, the journey to this point has been fraught with challenges and students are likely to return on an unequal footing. Institutions have shown</span><a href=\"https://mg.co.za/education/2020-07-28-walter-sisulu-university-is-playing-catch-up-with-online-learning/\"> <span style=\"font-weight: 400;\">varying degrees of capability</span></a><span style=\"font-weight: 400;\"> to roll out remote learning, necessitating an</span><a href=\"https://www.news24.com/news24/southafrica/news/2021-intake-of-first-year-university-students-will-likely-be-later-than-usual-nzimande-20200708\"> <span style=\"font-weight: 400;\">extension of the academic year</span></a><span style=\"font-weight: 400;\">; the National Student Financial Aid Scheme has been under fire for </span><a href=\"https://www.dailymaverick.co.za/article/2020-08-26-nzimande-academic-year-ends-in-february-2021-and-corruption-fears-delay-nsfas-laptop-tenders/\"><span style=\"font-weight: 400;\">failing to provide students with laptops</span></a><span style=\"font-weight: 400;\"> as promised; and students have been battling with an </span><a href=\"https://www.dispatchlive.co.za/news/2020-09-07-fort-hare-students-caught-in-covid-19-sparked-data-crisis/\"><span style=\"font-weight: 400;\">inadequate supply of data</span></a> <span style=\"font-weight: 400;\">to access online learning materials.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-08-26-nzimande-academic-year-ends-in-february-2021-and-corruption-fears-delay-nsfas-laptop-tenders/\r\n\r\n<span style=\"font-weight: 400;\">Additionally, glaring structural inequalities shape the household environment in which students have been expected to learn new academic material online. Household access to electricity, a stable internet connection and a suitable device off which to learn can be considered three minimum resource requirements for remote learning to take place. However, we find that more than 50% of students </span><span style=\"font-weight: 400;\">reside in municipalities where less than 10% of households have access to all three of these resources</span><span style=\"font-weight: 400;\">.</span>\r\n\r\n<b>Where do tertiary students reside?</b>\r\n\r\n<span style=\"font-weight: 400;\">On the whole, the distribution of students mirrors overall population density closely; provinces with low population density have low student numbers (</span><a href=\"http://www.statssa.gov.za/?page_id=964\"><span style=\"font-weight: 400;\">Statistics South Africa</span></a><span style=\"font-weight: 400;\">). </span><b>Figure 1</b><span style=\"font-weight: 400;\"> shows that university student origins are more concentrated than TVET student origins. For example, just over 25% of all students in the university sector come from three municipalities. For TVET students the concentration is lower; 25% of all students in the TVET sector come from six municipalities.</span>\r\n\r\n<span style=\"font-weight: 400;\">The City of Cape Town is the municipality most densely populated with TVET students. The second, third and fourth most populated municipalities with TVET students overlap with the top three most populated municipalities with university students, namely: Ekurhuleni, eThekwini and the City of Tshwane.</span>\r\n\r\n<b>Figure 1: The distribution of university and TVET college students by municipality.</b>\r\n\r\n[caption id=\"attachment_727514\" align=\"aligncenter\" width=\"2000\"]<img class=\"size-full wp-image-727514\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/Oped-Saldru-StudentsTW-inset-1.jpg\" alt=\"\" width=\"2000\" height=\"1000\" /> Figure 1: Source: Authors’ own calculations using data from Higher Education Management Information System [HEMIS] 2018, Technical and Vocational Education and Training Management Information System [TVETMIS] 2019. Sample: Number of students: N=1 043 646 (University); N=648 498 (TVET)[/caption]<b>Extent of access to remote learning resources</b>\r\n\r\n<span style=\"font-weight: 400;\">Using the 2016 South African Community Survey Data, we construct indicators for access to electricity, access to a stable internet connection and access to a device (tablet or computer) in the home. Each indicator is aggregated to the local municipality level to estimate the proportion of all households in each municipality with access to the respective resource. University and TVET college students are then mapped to these </span><span style=\"font-weight: 400;\">municipality-level indicators using institutional data</span><span style=\"font-weight: 400;\">.</span>\r\n\r\n<span style=\"font-weight: 400;\">The average characteristics of households in more densely populated municipalities will contribute more significantly to the aggregate indicator. Our estimates of access to remote learning resources below should be understood with these distributions in mind.</span>\r\n\r\n<span style=\"font-weight: 400;\">We find t</span><span style=\"font-weight: 400;\">he majority (97.4%) of university students reside in municipalities where more than 75% of households have access to electricity, as do the majority of TVET students (96.57%)</span><span style=\"font-weight: 400;\">. However, a “reliable” supply of electricity is in question given the intermittent</span><a href=\"https://www.dailymaverick.co.za/article/2020-09-03-level-2-brings-a-new-normal-and-load-shedding/\"> <span style=\"font-weight: 400;\">load shedding</span></a><span style=\"font-weight: 400;\"> periods the country has had to embrace.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-09-03-level-2-brings-a-new-normal-and-load-shedding/\r\n\r\n<span style=\"font-weight: 400;\">In addition, internet connectivity levels are low. The majority (53.15%) of university students come from municipalities in which just 10 to 20% of households have access to the internet. On the other hand, the majority of TVET students (48.9%) reside in municipalities in which fewer than 10% of the households have access to an internet connection.</span>\r\n\r\n<span style=\"font-weight: 400;\">On </span><span style=\"font-weight: 400;\">average, just under half of university students reside in municipalities where between 30% and 47% of households (at the upper end) have access to a device </span><span style=\"font-weight: 400;\">(computer or table</span><span style=\"font-weight: 400;\">t, which may or may not be shared). In comparison, only one-third of TVET students reside in municipalities with similar device access levels.</span>\r\n\r\n<span style=\"font-weight: 400;\">It should be noted, though, that our results only elicit the average characteristics of households in students’ municipalities, and not the characteristics of student households themselves. Nonetheless, they are broadly illustrative of low levels of access to the necessary – although not sufficient – remote learning “resources” in municipalities in which students reside.</span>\r\n\r\n<span style=\"font-weight: 400;\">We additionally construct </span><span style=\"font-weight: 400;\">a single indicator which measures if a household has access to all three of these resources, and aggregate it to the municipality level </span><b>(Figure 2)</b><span style=\"font-weight: 400;\">.</span><span style=\"font-weight: 400;\"> We estimate that more than 50% of both university and TVET students reside in municipalities where fewer than 10% of households have access to all three resources – 39% of TVET students come from municipalities where fewer than 4.4% of households have access, compared to 29% of university students. This means a higher proportion of TVET students compared to university students are clustered at the lower end of the distribution, once again foregrounding the relative disadvantage of TVET students regarding ability to learn remotely.</span>\r\n\r\n<b>Figure 2: Percentage of students by share of households in their home municipality with access to electricity, internet and a computer or laptop in their home (access to all remote learning resources)</b>\r\n\r\n[caption id=\"attachment_726546\" align=\"aligncenter\" width=\"688\"]<img class=\"size-full wp-image-726546\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/Oped-Saldru-StudentsTW-inset-3.png\" alt=\"\" width=\"688\" height=\"344\" /> Source: Authors’ own calculations using data from Community Survey 2016 (StatsSA), HEMIS 2018, TVETMIS 2019. Community survey data are weighted using household-level post-stratification weights. Sample: N=1 043 646 (University); N=648 498 (TVET)[/caption]\r\n\r\n<b>Remote learning without adequate resources</b>\r\n\r\n<span style=\"font-weight: 400;\">Given these findings, the impact of protracted online learning is unlikely to have been negligible, and students who are not yet able to return to campuses will likely face continued constraints to their learning. Theref</span><span style=\"font-weight: 400;\">ore, lack of access to remote learning resources is likely to have disadvantaged, and continue to disadvantage, students during this time. Although </span><span style=\"font-weight: 400;\">on-campus living presents a way – albeit imperfect – of equalising access to resources for students from various backgrounds,</span><span style=\"font-weight: 400;\"> this setback is unfortunately unlikely to be remedied solely by students returning to campus.</span>\r\n\r\nhttps://www.dailymaverick.co.za/article/2020-06-25-the-poor-at-universities-left-behind-in-lockdown-says-student-union/#gsc.tab=0\r\n\r\n<span style=\"font-weight: 400;\">While solutions to remedy the situation have been implemented to varying degrees across the sector, these have been implemented in an uncoordinated manner, and students have remained</span><a href=\"https://www.dailymaverick.co.za/article/2020-06-25-the-poor-at-universities-left-behind-in-lockdown-says-student-union/#gsc.tab=0\"> <span style=\"font-weight: 400;\">underserved</span></a><span style=\"font-weight: 400;\">. It seems, additionally, that judging solely on the average municipality-level characteristics of students’ homes, TVET students have fared worse than university students. However, we acknowledge that varying degrees of institutional advantage exist across the university (and TVET college) sector too. </span><b>DM</b>\r\n\r\n<i><span style=\"font-weight: 400;\">This work is funded by the</span></i><a href=\"https://www.spencer.org/\"> <i><span style=\"font-weight: 400;\">Spencer Foundation</span></i></a><i><span style=\"font-weight: 400;\">. It is an introductory analysis to a larger project within the</span></i><a href=\"https://www.saldru.uct.ac.za/project/siyaphambili-research-group/\"> <i><span style=\"font-weight: 400;\">Siyaphambili research group</span></i></a><i><span style=\"font-weight: 400;\"> investigating the effects of the Covid-19 health crisis on inequalities in the South African tertiary education sector.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Emma Whitelaw is a doctoral student in Economics at the University of Cape Town. She is a graduate associate at the Southern Africa Labour and Development Research Unit (SALDRU) for the Siyaphambili Post-School Research group, where her research focuses on post-school education and training. She receives funding from the National Research Foundation.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Samantha Culligan is a masters student in Economics at the University of Cape Town. She is a research assistant at SALDRU for the Siyaphambili Post-School Research group, where her research focuses on post-school education and training. She receives funding from the National Research Foundation.</span></i>\r\n\r\n<i><span style=\"font-weight: 400;\">Nicola Branson is a Senior Research Officer in SALDRU in the School of Economics at the University of Cape Town. She heads the Siyaphambili Post-School Research group, where her research focuses on inequalities in access to post-school education and subsequent transitions into the labour market.</span></i>",
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"summary": "Much has been written about how the Covid-19 lockdown and the subsequent shutdown of campuses have revolutionised tertiary education through remote learning. But given South Africa’s vast inequalities, including inequalities in access to the internet and to devices, the proverbial playing field is anything but level.\r\n",
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