Socioeconomic Inequality and Technology Pathways
Ximena lives in Mexico City: she has her own computer, internet at home, and a high school with a lab. Tonatiuh lives in a rural community: he shares a cell phone with his family and the internet often goes down. Both get a 10 in math and both want to become cybersecurity experts. Do they have the same opportunities to achieve that? By the end of this page you will answer with arguments.
Three Levels of the Digital Divide
"Having internet" is not a yes-or-no thing. The digital divide has several levels, and each one can leave a person behind even after they have overcome the previous one.
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Material access: Is there equipment (a computer, a cell phone of one's own) and a stable connection?
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Skills: Does the person know how to use technology, program, find reliable information, protect themselves?
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Content and use: Is technology used to create, learn, and work, or only for social media and entertainment? This is called the usage gap: two people with the same cell phone can make very different use of it.
Data from the ENDUTIH 2023 (INEGI) cited by the curriculum: 97.1% of internet users use a cell phone, only 44.0% use a computer, and 92.4% of people ages 12 to 17 use the internet. Almost everyone has a cell phone, but the computer, which is the tool for programming or practicing cybersecurity, reaches fewer than half.
Two young people want to go into cybersecurity: one lives in Mexico City with her own computer, internet at home and a school with a lab; the other lives in a rural…
Two young people want to go into cybersecurity: one lives in Mexico City with her own computer, internet at home and a school with a lab; the other lives in a rural community where he shares a cell phone with his family and the internet keeps failing. Explain how the previous socioeconomic inequality turns into unequal technological paths even though both have the same talent.
From Prior Inequality to Pathway
A technology pathway is the road that goes from curiosity to a profession: learning, practicing, studying a degree, getting a job. Each stage needs resources. When they are missing at one stage, the disadvantage accumulates in the following ones.
The inequality is not in talent, but in conditions:
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Time and equipment: someone who shares a cell phone practices for minutes; someone with their own computer practices for hours.
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Environment: a lab, teachers who know the subject, friends who program.
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Money: courses, certifications, transportation to the city, rent in another city in order to study.
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Role models and networks: knowing someone who works in the field opens doors to internships and jobs.
Alternatives and Resources to Reduce the Divide
There are ways to practice with few resources. They do not replace an access policy, but they help.
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Free or open-source software: Linux, Python, code editors, and cybersecurity tools that cost nothing and run on modest equipment. This fits the "Do it yourself" idea.
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Offline learning: downloading materials and courses when there is a signal so you can work later without internet.
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Community centers and libraries: public access points with computers and Wi-Fi, and community networks.
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Shared or refurbished equipment at the school or the municipality.
Access and Retention Actions
Getting into a degree program is not enough: you have to stay and finish it. That is why a serious plan combines two types of actions.
| Type | Action | Barrier it addresses |
|---|---|---|
| Access | Admission and travel scholarships | Cost of studying far from home |
| Access | Preparatory courses in math and programming | Differences in prior preparation |
| Access | Visits to rural high schools and talks with women engineers | Lack of role models and information |
| Retention | Mentoring with students in more advanced semesters | Isolation, doubts, dropping out |
| Retention | Childcare and flexible schedules | Family care and work |
| Retention | Laptop and internet connection loans | Lack of one's own equipment |
| Retention | Protocol against harassment and violence | Hostile environment, especially toward women |
An action without a specific barrier is just decoration: each measure must respond to an obstacle that was identified beforehand.
A public university wants to increase the participation of women and of students from rural communities in its artificial intelligence degree. Design a plan with two…
A public university wants to increase the participation of women and of students from rural communities in its artificial intelligence degree. Design a plan with two access actions (for example, scholarships or preparatory courses) and two permanence actions (for example, mentoring, a daycare, flexible schedules or a protocol against harassment), and explain which indicators you would use to measure whether the plan works.
Measuring Whether the Plan Works
A plan without measurement stays at good intentions. An indicator is a number that allows you to compare before and after. It must be concrete, measurable, and tied to the goal.
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Access: percentage of applicants and admitted students who are women or come from rural communities; number of scholarship applications accepted.
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Retention: retention rate from the first to the second year; percentage of students who pass their courses.
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Outcome: graduation and degree completion rate by group.
Back to the Beginning
Do Ximena and Tonatiuh have the same opportunities? No. With the same talent, she has equipment, a connection, a lab, and role models; he has a shared cell phone and a connection that fails. The disadvantages accumulate at each stage. They are reduced with access and retention actions, and we check that they work with indicators.