Estrada Maldonado, J. O.
EN ES
← All research

Identidades violentadas y riesgos psicológicos en la era algorítmica

Violated identities and psychological risk in the algorithmic era: evidence from the Encuesta Juventudes Guadalajara 2024

Ma Teresa Prieto Quezada · Jesús Osvaldo Estrada Maldonado · José Claudio Carrillo Navarro · Leonardo Javier León Aguilar

Book chapter, 2025 pp. 177–199 Spanish University of Guadalajara

What the study argues

The vocabulary used to describe aggression among young people (bullying, cyberbullying) was built in Anglophone and European contexts for a world where platforms were channels. It no longer fits. This chapter proposes the concept of algorithmically mediated violence (violencias algorítmicamente mediadas): forms of aggression that are not merely transmitted by digital platforms but actively produced, amplified and modulated by the algorithmic architectures governing those spaces. These violences exceed individual intent. They belong to systemic logics that manufacture distress as a by-product of engagement optimisation.

Against that framework, we analyse the Encuesta Juventudes Guadalajara 2024, examining not only patterns of digital consumption but their correlation with specific, objective indicators of psychological wellbeing. The aim is to get past the two positions that dominate public discussion (demonising technology, or celebrating it) and toward a nuanced account of a phenomenon that looks linear from outside and is anything but.

The digital architecture of youth experience

Platform use among young people in the Guadalajara metropolitan area does not resolve into a single dominant service. It forms what we term a stratified digital ecosystem, in which each platform performs a specific and non-interchangeable communicative function.

Facebook70.2%
Instagram62.6%
TikTok61.7%
Share of surveyed youth using each platform. Facebook's persistence at 70.2% contradicts global narratives of its obsolescence among young people, and points to locally specific cultural dynamics that require situated analysis.

Instagram operates as the privileged space for visual narratives of the self; TikTok introduces accelerated temporalities and hyper-personalised algorithmic logics that fragment the experience of time. Navigating all three simultaneously produces what we call multiplatform subjectivities: identities that require constant translation between different communicative grammars, interaction expectations and implicit social norms.

Intensity of exposure

More than 1 h/day79.1%
More than 2 h/day46.7%
Connected "anytime"43.8%
Connected "all the time"11.7%
At these levels, digital exposure stops being one activity among others and becomes the ambient medium within which youth life takes place, what the chapter calls everyday augmented realities.

Psychological correlates

The epidemiological picture that emerges exceeds the variation one would expect in a youth population. We read it not as a collection of individual pathologies but as a cultural syndrome emerging at the intersection of biological vulnerability, social pressure and the technological affordances specific to this period.

Depressive experience73.2%
Frequent symptoms23.7%
Frequent stress64.5%
Regular anxiety episodes49%
Encuesta Juventudes Guadalajara 2024. The chapter also documents suicidal ideation in the sample (27% active, 37.1% passive death wishes) as the most severe end of the same distress spectrum.

Depressive symptoms in contexts of digital hyperconnectivity present phenomenological features that distinguish them from traditional clinical presentations. We name this algorithmic depression: compulsive rumination facilitated by infinite scroll, constant upward social comparison against idealised lives, and an erosion of the capacity to find satisfaction in experiences that are not digitally mediated. Its signature is paradoxical, superficial hyperconnection alongside deep existential loneliness.

The stress and anxiety figures reveal a parallel mechanism we term chronic digital activation syndrome: sustained sympathetic nervous system arousal in response to constant notification, update and immediate-response demands. An autonomic system evolved for brief activation followed by recovery is instead held under permanent vigilance, producing adrenal exhaustion, HPA axis dysregulation and increased vulnerability to stress-related disorders.

Gendered and intersectional patterns

Digital violence and distress are not evenly distributed. Platforms function as amplifiers of pre-existing gender inequality while generating specifically digital forms of oppression. Young women experience what we call permanent digital aesthetic surveillance, a state of constant scrutiny over physical appearance mediated by cameras, filters and metrics of visual validation, which converts image management into a form of continuous unpaid labour. Young men face pressures tied to digitally amplified performances of hegemonic masculinity, and greater exposure to radicalisation dynamics in political and ideological debate spaces. LGBTQ+ youth encounter homophobic and transphobic violence at critical moments of identity formation; youth from lower socioeconomic strata face classist violence tied to the impossibility of full participation in digital consumption cultures.

The collapse of traditional support

A paradox sits in the data: 79.8% report satisfactory family communication, yet 48.1% consider shared family activities insufficient. The crisis is not quantitative but qualitative. Families maintain formal channels of communication while losing the capacity to provide intimacy, containment and meaningful co-presence. We describe the resulting configuration as the digital zombie family, physically present, psychologically absent; informationally communicated, affectively silent.

Meanwhile, 13.4% turn to digital procrastination as an emotional coping strategy. Compulsive scrolling, binge-watching and excessive gaming act as emotional anaesthetics: temporary relief that prevents genuine processing of painful experience. Alongside this, genuinely new forms of mutual care are emerging (moderated peer communities, WhatsApp containment groups, destigmatisation spaces) which we call distributed care networks. The gap between the old systems failing and the new ones maturing is where the most exposed young people currently sit.

What the chapter proposes

Interventions that treat youth mental health as individual pathology to be medicated, or that demonise technology wholesale, are not merely insufficient, they are potentially counterproductive. We propose an ecosystemic intervention framework operating at five levels:

  • Critical digital literacy, understood not as technical competence but as algorithmic consciousness: the capacity to recognise how algorithms shape one's own experiences, options and emotions.
  • Pedagogical reconfiguration, taking attentional fragmentation as a design premise for adaptive pedagogy rather than a pathology to be corrected.
  • Hybrid care infrastructures combining physical spaces for disconnection with mental health tools designed for local cultural and linguistic context, crisis lines on the platforms young people actually use, and digital mentoring programmes.
  • Structural intervention in platform design and regulation: algorithmic limits on harmful content, transparency in recommender systems, self-regulation tools built into the interface, and designs that privilege affective bonds over metric accumulation.
  • Reconstruction of intergenerational pacts, requiring empathetic as well as technical competence from parents and educators, and safe spaces for young people to process digital experience with adults capable of containing without judging.
The question is not whether we will live with these technologies, but how we will design, regulate and inhabit them in ways that promote human flourishing rather than its degradation.

Concepts introduced in this work

The chapter contributes a set of analytical categories for studying platform-mediated psychological harm. They are given here in both languages, since the original is in Spanish.

Algorithmically mediated violenceviolencias algorítmicamente mediadas
Aggression that platforms do not merely carry but actively produce, amplify and modulate through their algorithmic architecture, exceeding individual intent and operating as a systemic logic.
Stratified digital ecosystemecosistema digital estratificado
A media environment in which each platform performs specific, non-interchangeable communicative and social functions rather than substituting for the others.
Multiplatform subjectivitiessubjetividades multiplataforma
Identities fragmented by simultaneous navigation of several platforms, requiring constant translation between distinct communicative grammars and social norms.
Algorithmic depressiondepresión algorítmica
A depressive presentation characterised by scroll-facilitated compulsive rumination, constant upward social comparison, and eroded capacity for satisfaction in non-mediated experience.
Chronic digital activation syndromesíndrome de activación digital crónica
Sustained sympathetic arousal produced by permanent notification and response demands, leading to HPA axis dysregulation and heightened stress vulnerability.
Permanent digital aesthetic surveillancevigilancia estética digital permanente
Constant scrutiny of physical appearance mediated by cameras, filters and validation metrics, which converts image management into continuous unpaid labour, disproportionately for young women.
Digital zombie familyfamilia zombie digital
A household physically co-present but psychologically absent: functionally connected, affectively silent, where accompanied solitude has been normalised.
Digital neuroplasticityplasticidad neuronal digital
Reorganisation of cognitive networks in response to intensive social media exposure, attentional architectures optimised for fragmentary processing, potentially at the cost of sustained concentration.
Everyday augmented realitiesrealidades aumentadas cotidianas
A condition in which every in-person experience is potentially mediated, documented and amplified through its digital circulation.
Hybrid care infrastructuresinfraestructuras de cuidado híbrido
Support systems that articulate in-person and digital elements into a single emotional and technological architecture, designed for local cultural context.
Algorithmic consciousnessconsciencia algorítmica
The capacity to recognise how algorithms shape one's experiences, options and emotions, critical digital literacy as civic competence rather than technical skill.
Distributed care networksredes de cuidado distribuido
Peer-based, often self-managed digital support structures that provide containment and access to mental health resources beyond institutional limits.

My contribution

I worked on the quantitative side of this chapter: preparing and analysing the Encuesta Juventudes Guadalajara 2024 microdata, producing the descriptive and correlational results reported above, and contributing to the conceptual framework that links platform architecture to psychological outcomes.