A Methodology for Addressing the
Second-Level Digital Divide
A Practical Experience
Susana Muñoz Hernández , Clara Benac Earle(B) , and Lars-Åke Fredlund
Universidad Politécnica de Madrid, Madrid, Spain
{susana,cbenac,lfredlund}@fi.upm.es
http://www.techpeople.care
Abstract. In this article we describe a methodology, and its evaluation, for achieving technical competence through digital literacy training
using self-learning training material. The key component is self-learning
in the sense that the targeted population learns digital operational skills
without the need of a teacher. This is achieved through the adaptation
of the training material to the trained group. As training groups are
diverse, e.g., including both populations in developing and developed
countries, and varying in age aspects, gender, languages, literacy levels
and technological literacy levels, materials and the speed which training
takes place has to be adapted to take into account these differences. The
methodology involves use of training videos, and use a dual screen approach where training material is shown on one screen and training takes
place on a second screen (computer). The approach has been evaluated in
both developing countries and developed countries, with training groups
of different capabilities and backgrounds (in Kenya, El Salvador, Spain,
France and The Netherlands), with promising results.
Keywords: Digital literacy training · Localisation
training · e-learning · Digital skills acquisition
1
· Individual
Introduction
Since the 1990s, the digital divide [14] has been defined as the inequalities
in access to and use of Information and Communication Technologies (ICTs),
mostly the Internet [3]. Initially, the study of the digital divide observed the
distinction between those who had access to the internet and those who had
not. This is called the first-level digital device. Regarding the first-level digital
divide, there is a clear divide among developed countries, where the majority of
the population has internet access, to less developed countries where, although
the internet access is constantly growing, there are still large parts of the population that do not have easy access to the internet.
Supported by the “e-Health inclusion through ICT training” project funded by EITHealth.
c IFIP International Federation for Information Processing 2020
Published by Springer Nature Switzerland AG 2020
M. Hattingh et al. (Eds.): I3E 2020, LNCS 12067, pp. 331–337, 2020.
https://doi.org/10.1007/978-3-030-45002-1_28
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Later, the second-level digital divide mostly focuses on digital skills [5].
Researchers on digital skills distinguish between technical competence or operational skills, i. e., skills like using a mouse or a keyboard, information literacy,
which is “the ability to recognise when information can solve a problem or fill a
need and to effectively employ information resources”. Additionally, Scheerder et
al. [12], distinguished “information navigation skills” (the ability to find, select,
and evaluate sources of information on the Internet), “social skills” (the ability
to use online communication and interactions to understand and exchange meaning and acquire social capital) and “creative skills” (needed to create different
types of content and to publish or share this with others on the Internet).
The second-level digital divide, in particular, operational skills, is an important social issue both in developing countries an in developed countries. In developing countries, young people need to have certain skills (for example, effective
use of text editors and spreadsheets) in order to get a better job. In developed
countries, society is clearly becoming more digital, providing many new digital
services, some for very basic services like to get a doctor appointment, at a fast
pace. Unfortunately, the most vulnerable people are often left behind. Many
seniors, migrants and minorities are suffering social exclusion due to their lack
of digital literacy, Thus, large segments of the population lacks the necessary
skills to interact effectively with such digitalized services
To address the second-level digital divide, in particular, operational skills, the
usual approach to train the population, both in developing and developed countries, involves face-to-face training with teachers, since the usual training material (MOOCS, etc.) is not suitable for those without the most basic digital skills.
However, often such face-to-face training activities has limited effectiveness. The
typical training in groups has many problems: logistics (participants with different time availability) and pedagogical (participants with different learning
speed) problems, and teachers are sometimes ill-equipped to deal with individuals not only experiencing digital illiteracy but also experiencing low literacy in
general. Of course, there are many qualified teachers but, in general, scaling such
face-to-face training activities to be able to train big sectors of a population is
very costly in terms of the human resources needed; in general it is simply not a
sustainable activity. In addition when the trainees are located in rural or remote
areas the human resources needed (teachers) may not be available in sufficient
quantities. In developing countries typically both problems occur, i.e., too high
training costs, and limited availability of qualified teachers.
To address these issues, we have developed a methodology that relies on
self-learning, i. e., training without the need of teachers [6,13]. Given such a
methodology, we formulate the following research question – can the methodology
be applied with success both in developing and developed countries? To answer
this research question, we have conducted a series of training activities in both
developing countries, e.g., Kenya and El Salvador, and developed countries such
as Spain, France and The Netherlands.
The rest of the paper is organised as follows: in Sect. 2 a summary of the
characteristics of the methodology is presented. Next, Sect. 3 describes the
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evaluation of the methodology in the aforementioned countries, and Sect. 4 summarises the results, discusses the work, and presents plans for the future.
2
Methodology
In this section, we summarise the key ingredients of our methodology which is
in essence based on e-learning and self-learning concepts [8–10], and which does
not require trained teachers to assist trainees.
No teachers: The methodology does not require a trained teacher to assist
trainees. In the practical studies we have conducted (see Sect. 3) assuring that
the practical necessities for conducting the literacy training (e.g., availability
of working computers, access to literacy training material) are met is the
responsibility of a local training coordinator, who does not need to be familiar
with the literacy training material.
Use of a two-screen approach: The methodology follows a learning-by-doing
approach where the trainee is presented with two screens: (i) one, typically
a tablet, where the training material, a number of videos, is shown and (ii)
a second one, typically a desktop computer, used by the trainee to practice
the practical exercises shown in the first screen. The benefits of using dual
screens has been studied in a number of works, e.g., [4,7].
Adapting training material to the trained group: When training diverse
populations the training material used should be localised, e.g., in general
with respect to languages utilised, with respect to literacy levels, etc. In
general such a localisation (e.g., in the website domain [11]) process typically consists of a translation to a language and a cultural adaptation. In our
methodology, both the language used for instructions, and the video speed, is
adapted to the trained groups: (i) Language adaptation: normally the videos
are in the native language of the trainees. However, in the case of migrants,
they may choose to either receive instructions in their native language or in
the language of the country they currently reside; (ii) Age adaptation: for
instance, the speed of the videos is slower for elderly people than for younger
people; (iii) Literacy adaptation: for instance, the language in the video is
“simpler” for people with low literacy than for other with higher levels of
literacy; (iv) Gender adaptation, for instance, we use inclusive language;
(v) Technology literacy adaptation: for many trainees the use of our training setup comprising tablets and desktop computers can be their first contact with such technological equipment; we have extensive experiences with
adapting training material with regards to such concerns.
As an example, in the training of young women in Kenya with reduced school
experience, the videos played rapidly, but the language used was simplified,
and adapted to their gender, and level of technological literacy.
Use of specially developed software training applications: We have developed a number of new software training applications to ensure that the interactions with the training application is intuitive, providing a controlled environment specifically adapted to users without digital background.
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Evaluation
In this section we summarise the studies (Fig. 1) that have been used for evaluation: Lamu (Kenya), Tecoluca (El Salvador), and a study in the context of a
EIT-Health project with sessions in Spain, France and The Netherlands.
Fig. 1. Digital literacy training in Lamu, Kenya (left), and Madrid region, Spain (right)
3.1
The Lamu Study
A report on a first experience (from 2011) applying this methodology in Lamu
at the northeast of Kenya is given in [13]. The Digital Opportunities project [2]
dealt with the digital literacy of a target group of young people who wanted
to improve their chances of getting a job by acquiring some basic computing
skills such as using word processors, web browsing, working with spreadsheets,
etc. Interestingly, they had already attended local private IT courses teaching
e.g. basic word processor tools skills, and had even received a diploma. However,
in these courses, the students would typically just observe the teacher demonstrating an application, without the students getting a chance to experiment
themselves.
Evaluation. Most of the students had previous training in the subject matter
but when their skill level was evaluated through a practical exam before the
start of the course, it was found to be poor. In total 86 students attended our
training, and passed a final exam which evaluated that their skills were at a
satisfactory level. Of these 86 students, 39 answered a questionnaire after the
course, regarding what skill level (from 0 to 10) in the subject matter that they
then perceived themselves to possess before the course, as well as after the course.
The results was an average perceived skill level of 2.5 before the course, and 8.5
after having taken the course. That is, the students considered that the course
had greatly improved their operational skills.
3.2
The Tecoluca Study
Another training experience using our methodology took place in Tecoluca, El
Salvador, during 2016–2017. The goal of the PALDICA project was the digital
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training of adults, with a particular focus towards the digital service needs and
interests of adult farmers, in particular, acquiring basic operational skills (for
instance, how to use the mouse and the keyboard), basic use of a word processor
and basic email and internet browsing. The training was to take place at centers
funded by an international cooperation agency.
Evaluation. In this project, the training material was developed (localised) and
first used in a pilot project where the coordinators of the centers were trained,
before they were due to assist the target population in their training. This prior
training activity had not been planned, and indeed was not strictly needed
from the point-of-view of the training methodology. However, in practice it was
deemed necessary to ensure that the training coordinators were sufficiently motivated to assist in future training activities. 7 coordinators took part in this pilot
projects, and two of them filled in a written questionnaire stating that the training had greatly improved their operational skills. Unfortunately, at that moment
the funding of the centers where the training was to have taken place ceased,
and the centers were closed. The more large-scale training of adult farmers that
we had planned for could not take place. On the positive side, we gained new
insights from developing further, and localising, the training material, and moreover we came to appreciate the financial difficulties of conducting such training
activities.
3.3
The EIT-Health Study
Recently, we have continued the development of the training methodology and
platform, and its evaluation, in the context of a European project oriented to the
digital inclusion of European seniors and migrants, “e-Health inclusion through
ICT training” (eHi-ICTT) funded by EIT-health [1], which ended on December
31st, 2019. The project focused specifically on helping its target audience (senior
people including migrants) to be able to access e-health services. The partners in
the project were: (i) SERMAS, the public health service of the Madrid region. (ii)
E-seniors, a French association which provides ICT classes to seniors. (iii) Leyden
academy, a knowledge institute in the Netherlands, which conducts scientific
research on various topics focused upon vitality and ageing; (iv) Universidad
Politécnica de Madrid (the university of the article authors).
Evaluation. The project had the following main activities: (i) definition of training contents, including the collaborative process with project participants to
obtain the agreed upon training program for each collective; (ii) development of
the audiovisual material; (iii) conducting training session to evaluate the success
of the approach. The results were measured as follows. First, a pre-questionnaire
was created to measure the operational skills owned by the target population
before taking the course. Secondly, a post-questionnaire was designed to measure
the acquisition of the same skills after taking the course. In Madrid, a group of
42 Arab migrants and 28 seniors attended the training; in Pairs 26 seniors; and
28 Arab migrants in The Netherlands. We are still analysing the detailed results,
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but the informal feedback we have received has been very positive, with several
participants for instance telling us that they were able for the first time to make
an appointment with a doctor using an online system. A detailed analysis showing to what extent the goals of the project has been met, through measuring the
outcome of the training sessions (e.g., to what extent trainees can successfully
use medical digital systems), will be presented in a future article.
4
Conclusions and Future Work
In this paper, we have presented the key characteristics of our self learning
based methodology to address the second-level digital divide with regards to
operational skills. The approach works with specially developed software training
applications, and uses a two-screen approach. The methodology has been applied
in a number of training events in Kenya, El Salvador, and Europe. In all locations
students reported an improvement in their operational skills due to the training.
Based on these findings, we are now working on reducing the amount of work
needed to adapt the overall methodology to different contexts, e.g., to account
for differences in language, gender, literacy, etc.
We believe that our methodology holds great promise, and future plans
include demonstrating its potential for training on a significantly larger scale.
Moreover, we are eager to cooperate with other institutions that share the ambition of reducing the second-level digital divide.
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