by Gabriela Munares & Rebeca Lucas
Cities around the world, including many in Latin America, are incorporating artificial intelligence solutions into their urban services: video surveillance and facial recognition systems for public safety, traffic management, citizen services, waste collection and tourism promotion.
In many cases, this trend is advancing faster than the mechanisms for evaluating its social consequences. A good example is the case of security: cities such as Lima, Buenos Aires and Mexico City have deployed AI systems for the surveillance of public spaces without any systematic processes in place to evaluate who is disproportionately affected, what biases may be embedded in their algorithms, or how the rights of those being monitored are protected.
A few months ago, I sat for more than two hours with a group of women, listening to their experiences with a social program. There was no recorder running. I held no questionnaire. There was silence, pause, chocolate, and a trust that had taken weeks to build. In that conversation, I learned more about the real determinants of access to health services than from any dataset I had ever processed.
In contexts of urban vulnerability, evaluation is never neutral. Every evaluation reflects a way of seeing reality, deciding what counts as a problem, what is considered an achievement, and who gets to interpret it. From this perspective came the article 
When we set out to evaluate Co-Inspira, a peacebuilding initiative in Colombia, we knew we were facing an unconventional challenge. This was not about assessing a traditional intervention, but something far more complex: a Systemic Action Research (SAR) process that was, in itself, already a collective exercise in knowledge generation.
What happens when those who have historically been evaluated become co-evaluators? How can such a change be fostered, managed, and capitalized upon? Is it possible to promote participatory evaluation from within public institutions? How?
‘Readiness’ is an English language term that is difficult to translate into Spanish as it encompasses various themes: preparation, availability, propensity, timeliness, agility, competency, willingness – among others. In the Spanish version of this entry, we use ‘availability’ (‘disposición’) with the understanding that it covers the other themes. In the field of evaluation, readiness is foremost across the first two steps of Utilization-focused Evaluation (UFE) as proposed by Michael Quinn Patton (2008). Readiness is also referenced in other fields, for instance in communication strategy design (Ramelan, 2014).
I’m genuinely delighted to share a personal take on Chapter 7: Participatory evaluation of a public transport support policy: an inclusion and transformation perspective – Jalisco (Mexico), recently published in the book Evaluation, Democracy and Transformation: Experiences of Participatory Evaluation in Latin America. I co-wrote it with Sugey Salazar and Selene Michi, and together with other colleagues we reflect on what it really means to carry out public policy evaluation using participatory approaches from within the public sector.
In 
With the enforcement of Mongolia’s Law on Special Protected Area 