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22 June 2020 | Story Andre Damons | Photo Anja Aucamp
Herkulaas Combrink.

A lot can be said about forecasting and modelling, its accuracy, and how it works. Forecasting and modelling provide any decision-maker with plausible predictions or outcomes to give some kind of estimated consequence. Without this field of science, planning would be difficult, as one would simply make decisions without knowing what might potentially happen to a specific cohort, market, or product. Forecasting as a concept can be seen as a set of mathematical, statistical and/or computational tools applied to a set of assumptions about something.

This is according to Herkulaas Combrink of the Centre for Teaching and Learning at the University of the Free State (UFS) and PhD candidate in Computer Science at the University of Pretoria (UP), following the South African government’s modelling of how many people would contract COVID-19 and die, which has come under fire in recent times – with one expert saying it was “flawed and illogical and made wild assumptions”. 

Combrink is of the opinion that South Africa – by using the MASHA Consortium – is using the best minds that the country has to offer. The fact that the leadership took a pragmatic stance and reached out to the scientific community has mitigated a medical disaster in a healthcare system that was not ready a few months ago.

“The government is looking at as many models as they can, but is working very closely with MASHA and the CSIR” says Combrink, who has been involved in clinical surveillance, and also forms part of the modelling team during his secondment to the Free State Department of Health. 

Prof Shabhir Madhi, the former head of the SA National Institute for Communicable Diseases (NICD), recently said that the initial modelling and fatality estimates were “back-of-envelope calculations”.

According to a news report, the government’s initial model also predicted that 600 COVID-19 patients would need treatment in intensive care units (ICU) in SA by April 1. But by April 18, the last publicly released figures showed that there were 32 COVID-19 patients in ICU.

Tried-and-tested models
The models currently used are tried-and-tested epidemiological models, mathematical models, and economic forecasting models that have been used in the past. It has now been calibrated to the specifications that we know of this disease, which come from publications. The reason why you would use more than one model is to compare models retrospectively, so that you can see what is going on.

“The government immediately reached out to the best minds in the country, and with the aid of the consortium, took a stance to throw scenarios at the different models and stress test them so that they could know that they are using the best possible models to assist in resource management and decision-making. If government responded in a different way and didn’t reach out, we might not have had a lockdown and subsequently would probably have been in a different position where the country wouldn’t be ready.” 

“We can say with a high degree of confidence that the lockdown really helps to ease and flatten the curve in the country. In light of flattening the curve, the right decisions have been made,” says Combrink.

COVID-19 still new
Unfortunately, says Combrink, during the COVID-19 pandemic, there was not enough information related to the disease assumptions and it lacked the rigour and perfection associated with the already existing prediction models. Although it may feel like a lifetime, the first COVID-19 case was only reported in December 2019. Add to this that not all the parameters related to the disease were known in January, it was challenging to determine all the ‘ins and outs’ of this disease. 

“Luckily, the mathematics and statistics of an outbreak have been extensively studied, and as a result, we only needed to use the correct parameters to estimate the spread of the disease in some of the outbreak models. The Minister of Health, Dr Zweli Mkhize, and the national modellers led by Dr Harry Moultrie, were transparent with not only their projections, but also how they derived their conclusions and what parameters they used,” says Combrink.

The most important thing in modelling is to calibrate according to what is known about the disease and people, explains Combrink. “It is impossible to predict people and a disease100% accurately, because you don’t always know how a virus will react to every single person’s body and you can’t predict human behaviour.” 

“So, there is a certain degree of error and a certain degree of confidence that lies within each model, and that is why you evaluate these models on a regular basis. And this is important. You will never be able to say this is the exact number. Just like the weather. If the weather patterns were predicted to be 12 degrees tomorrow, and it turns out to be 16 degrees, you at least packed a jersey. You knew it was going to be cold. The chances that the weather predicts that it will be 12 and it turns out to be 57 degrees, is virtually zero. It gives you more or less an indication what to prepare for

Models are useful, but can also be wrong
Combrink says if you want to apply any model, you need to understand the assumptions and the limitations of the models. Given a certain set of criteria – what are the assumptions you are making and what are the expected outcomes – you can only act according to that. He says, as time goes by, we can now see that there are some models that yield much better results because we can now compare what was predicted two months ago and what is actually happening. 
 “Some models are useful. We can get a better understanding of the pandemic’s possible trajectories or gain an understanding of the impact that different interventions have made. Models are used for decision-making. These decision-making strategies can save lives. That is the purpose of models and modelling during these times.”

Combrink uses the weather forecast to explain how modelling works and that models can be wrong. “Yes, models are wrong all the time. Take the concept of weather as an example. How many times has the weather forecast predicted that there is an 80% chance of rain, and then it doesn’t rain? Models can give you a certain degree of confidence in an outcome related to a specific event or scenario, so that you, with some degree of confidence, can go forth and plan accordingly.” 

“However, models can’t tell you what exactly will happen tomorrow, or the day after. It is not a crystal ball, and it is not a mirror into the future, but it can give you an indication of what is likely possible related to a specific scenario if you used the right variables. Let us consider that there is an 80% chance of rain in the weather forecast; will you a) go to work without an umbrella or b) with an umbrella? If it doesn’t rain, you are at least prepared for the rain because you took your umbrella. If you didn’t take the umbrella and it does rain, you may run into trouble because you did not appreciate the warning of the weather forecast. I think it is this concept that makes modelling so powerful. You can use it as a tool to prepare for things, in the event that it does happen, with a certain degree of confidence. Just like the previous example, there is also a 20% chance that it might not rain, but wouldn’t you want to be prepared?” explains Combrink. 
 
Models are tools that can be used to base decisions on
No one truly knows how the pandemic will play out, and according to Combrink, it can be said with a high degree of confidence that if nothing is done about the pandemic, we know how it would turn out from a healthcare perspective. 
“If you look at some of the global projections they gave months ago (in January and February) and compare it to what they said for March and April, you can see that they predicted, with a fairly good degree of confidence, what actually happened in certain countries. We have a good idea in terms of numbers and how it will play out, but what we will never know is what the impact will be on the socio-economic status of a person, the economy, and the impact on other diseases.”

“We do not know what is going to happen when it comes to mental health and COVID-19, for example. This is why modelling is a multidimensional approach, requiring inputs from various fields. Models can help us in the same way the weather forecast does. It is a tool that we can use to base certain decisions on, to be more prepared, because without it we won’t know to pack an ‘umbrella’ if it is predicted to rain or pack a ‘jersey’ if it is projected to cool down.”

News Archive

During 2011: Appointments
2011-12-01

Dr Lis Lange: Senior Director: DIRAP

Description: 2011 Appointments_Lis Lange Tags: 2011 Appointments_Lis Lange

Dr Lis Lange, an Argentinean by birth, immigrated to South Africa twenty years ago – a few weeks after Nelson Mandela had walked through the gates of Victor Verster. For the past ten years, she has been involved in quality assurance for higher education institutions at the Council on Higher Education at national level.

She is assisting our university in the areas of quality assurance and academic planning, contributing to the development of deep intellectual debate and multi-disciplinary research.


Prof. Charles Dumas, Department of Drama and Theatre Arts

Description: 2011 Appointments_Charles Dumas Tags: 2011 Appointments_Charles Dumas

Prof. Charles Dumas, Extraordinary Professor in our Department of Drama and Theatre Arts, will be spending three months per year for the next three years at our university to help develop filmmaking, specifically focusing on the development of the Video Unit Planned for the Department.

Prof. Dumas started the year off with the production, Our Father’s Daughters, which was produced during the Mini-festival as well as at the Reitz Four reconciliation meeting. The production was also turned into a short film. Prof. Dumas gave film-acting classes to the third-year drama students. He directed multiple productions, such as the third-year module production Ipi Zombi, the Grahamstown Festival production, Seven Guitars and the Dance/drama production, Race, Reconciliation and the Reitz Four.


Prof. Daniel Plaatjies, UFS Business School

Description: 2011 Appointments_Daniel Plaatjies Tags: 2011 Appointments_Daniel Plaatjies

Prof. Daniel Plaatjies is the former Director and Head of the Graduate School of Public and Development Management at the University of the Witwatersrand. He was mainly responsible for the leading, directing and managing of strategic academic programmes, teaching, research, governance, service management and monitoring. Prof. Plaatjies, who was appointed as Visiting Professor at our Business School this year, will as part of his new duties at our Faculty of Economic and Management Sciences, be lecturing part-time and supervise our PhD students.


Prof. Johann Neethling, Department of Private Law

Description: 2011 Appointments_Johann Neethling Tags: 2011 Appointments_Johann Neethling

Prof. Johann Neethling’s career is now completing its full circle with his appointment as Senior Professor in our Department of Private Law. In 1965 he was a first-year at this university. With his nine law text books and nearly 200 articles, together with 40 years’ experience in academic training he is of inestimable value to this Department. His publications contribute to the establishment of our university as a research institute.


Prof. Hussein Solomon, Department of Political Science

 Description: 2011 Appointments_Hussein Solomon Tags: 2011 Appointments_Hussein Solomon

Prof. Hussein Solomon joined our university this year as Senior Professor in the Department of Political Science. Formerly he worked in peace NGOs, advised diplomats and acts as a serving officer in the South African Air Force.

His area of research expertise includes conflict and conflict resolution in Africa; South African Foreign Policy; international relations theory; religious fundamentalism and population movements within the developing world. He is also the author of a number of books, including one on global jihad and one on India's secret relationship with apartheid South Africa.

He is also member of the internationally renowned Our Humanity in the Balance (OHIB) organisation, where his role is to bring these disparate communities together and to focus energies on a common project.


Prof. André Keet, International Institute for Studies in Race, Reconciliation and Social Justice

Description: 2011 Appointments_Andre Keet Tags: 2011 Appointments_Andre Keet

Prof. André Keet, our Director of the International Institute for Studies in Race, Reconciliation and Social Justice, joined the University of Pretoria on a part-time basis in 2008, whilst being a Commissioner on the Commission for Gender Equality. Later he left the Commission and joined the University of Fort Hare. “I was happy to join academia and now also serve on the Stellenbosch University Council; therefore I am very aware of the challenges facing higher education,” he said.

His vision for the Institute is to support higher-education transformation, promote non-discrimination, reconciliation and human rights, build national, regional and international networks, and developing ‘new’ languages, knowledge and discourses for reconciliation and social justice, all to the benefit of our university and South Africa.”


Prof. Helene Strauss, Department of English

Description: 2011 Appointments_Helena Strauss Tags: 2011 Appointments_Helena Strauss

Prof. Helene Strauss completed her PhD at the University of Western Ontario, London, Canada, where she taught courses on Film Studies, Children’s Literature and South African Literature and Culture. “I was subsequently appointed as an Assistant Professor in the Department of English and Cultural Studies at McMaster University, Hamilton, Canada.” She joined our Department of English this year.

Prof. Strauss has an on-going preoccupation with questions concerning social justice, race, gender and ethical interpersonal interaction in South Africa and beyond.


Prof. EC Ejiogu, Centre for Africa Studies

Description: 2011 Appointments_EC Ejiogu Tags: 2011 Appointments_EC Ejiogu

After 22 years in the United States of America, Prof. EC Ejiogu decided to return to Africa – to his roots – to join our university’s Centre for Africa Studies at the beginning of 2011.

Before joining the Centre, he was Assistant Research Professor in the Centre for Innovation at the University of Maryland, College Park. As Senior Researcher at the Centre, he has already helped with the streamlining of the academic programme, restructuring it to enable students to gain skills necessary to deliver a research proposal towards a dissertation after their three years of study. He has also taken up PhD and Master’s supervision.

His latest publications include a book published in March 2011 with the title, Roots of Political Instability in Nigeria, and a book co-edited with Prof. Kwandiwe Kondlo, Director of the Centre for Africa Studies, Africa in focus: Governance in the 21st century, published in April 2011.


Pura Mgolombane, Vice-Dean: Student Affairs

Description: 2011 Appointments_Pura Tags: 2011 Appointments_Pura

Bringing with him a decade of experience in Student Affairs our new Assistant-Dean for Student Life and Leadership, Pura Mgolombane, has big plans for student development. He says his office wants to help Kovsies increase its throughput rate and produce socially well-adjusted and employable graduates in South Africa, the continent and anywhere in the world.

Before joining Kovsies, he was employed as Director: Student Life, Governance and Culture at Walter Sisulu University. Pura, who has a background in Human Resources, Business Management and Corporate Law, says his academic training has empowered him with skills to ensure that the Student Life and Leadership is properly led, governed and managed.


Prof. Hasina Ebrahim, School for Social Sciences and Language Education

Description: 2011 Appointments_Hasina Ebrahim Tags: 2011 Appointments_Hasina Ebrahim

This former academic from the University of Kwa-Zulu Natal was appointed as Associate Professor at our School for Social Sciences and Language Education in the Faculty of Education. Amongst others, she is the project coordinator for the Faculty’s Early Childhood and Foundation Phase Teacher Education Programme and the MEd and PhD supervisor in the programme.

Prof. Ebrahim is also the Deputy-President of the first South African Research Association for Early Childhood Education (birth to nine). “This is certainly a milestone to profile the university in terms of its thrust towards excellence in research,” she says. One of the main aims of the association is to shape the research agenda for a marginalised field in South Africa. 


Prof. Corli Witthuhn, Faculty of Natural and Agricultural Sciences

 Description: 2011 Appointments_Corli Witthuhn Tags: 2011 Appointments_Corli Witthuhn

Prof. Corli Witthuhn, a former Bloemfonteiner, attained her PhD in Microbiology at our university. Therafter, in 1999, she was appointed as a lecturer at Stellenbosch University and later as Vice-Dean.

Currently she is our Vice-Dean in the Faculty of Natural and Agricultural Sciences. She hopes to sustain her research here at our University.

Her life motto? “Opportunities are presented in the form of obstacles,” she says.
 


Prof. Melanie Walker

Description: 2011 Appointments_Melanie Walker Tags: 2011 Appointments_Melanie Walker

Prof. Melanie Walker is a prominent South African scholar who has been working as Professor of Higher Education Studies at the world-leading University of Nottingham in the UK, where she been Director of Postgraduate Students and a Director of Research in the Faculty of Social Sciences. She will join the University of the Free State in February 2012 as Senior University Professor in the Postgraduate School.

She is a graduate of the University of KwaZulu-Natal and the University of Cape Town, where she completed her PhD, after teaching in disadvantaged secondary schools for a number of years. Prior to working at Nottingham she worked at the Universities of Sheffield, West of England and Glasgow, as well as the Universities of Cape Town and the Western Cape. She is also a Fellow of the Human Development and Capability Association. She is currently Director of Research Training and a senior researcher in the EU-funded Marie Curie EDUWEL project, which includes senior researchers from eight European countries and 15 early-stage researchers.

With a long-standing commitment to social-justice research and equality practices, she is currently widely recognised internationally as leading in the application of the capability approach and human development to higher education policy and practice. Among others, she has led or participated in research projects funded by the NRF (South Africa), the Higher Education Academy (UK), HEFCE (UK), EU, and ESRC/DfID, which funded the Public-Good Professionals’ Capability Index research project. 
 

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