How can the TEAL model benefit the social sector?

Publications Articles

How can the TEAL model benefit the social sector?

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Model TEAL

The TEAL model represents a break from classical internal organizational models of entities, with a special emphasis on the people who are part of them. What benefits could its implementation have in the social sector?

One area where we can apply innovation in the social sector is in the internal organizational model of entities and organizations. Frédéric Laloux (Belgium, 1973) published the book Reinventing Organizations in 2014, where he presents the TEAL model, a new perspective on business organization that breaks with classical models and aims to put people at the center of organizations. Below, we will explore what the TEAL model is and what benefits it can bring to the social sector.

Organizational Paradigms: Models Prior to TEAL

To explain what the TEAL model entails, we need to understand where we start. Laloux traces the evolution of organizational models and identifies different types according to their characteristics and advancements, each associated with a different color. From oldest to most recent, there are five:

a. Red. This stage is often associated with environments where strong direction and control are necessary to maintain order, and where power dynamics are clear and manifest. It can be observed in authoritarian regimes, religious sects, or highly competitive sports teams.

b. Amber. In this case, roles are well defined and stable, although they allow some movement on the scale. The organization is structured around a hierarchical pyramid, and control is exercised from top to bottom. The perspective is long-term with stable processes that usually repeat past patterns. Examples include the military, the Catholic Church, and governmental organizations.

c. Orange. This approach introduces innovation for the first time, incorporates accountability, and is based on merits. The main objective is to overcome competition and achieve profits and growth. Management is done through objectives that require control and prediction. Banks and many companies follow this organizational model.

d. Green. Culture and empowerment are at the center of this model, with the aim of boosting employee motivation. The organization’s purpose is articulated around interest groups, not just shareholders. A current example is non-profit organizations.

e. Teal. The last type, and the most recent, replaces the hierarchical pyramid with self-management. Organizations function as “living” entities oriented towards fulfilling their purpose. Thus, they are based on three principles that we will examine below: self-management, wholeness, and evolutionary purpose. Some organizations around the world are already beginning to implement this model.

The TEAL Model: Self-Management, Wholeness, and Evolutionary Purpose

As we have mentioned, the TEAL model is based on three key pillars that serve as a guide for organizations wishing to adopt this system:

a. Self-Management. This trait represents a break with the hierarchy that characterizes most organizations. The main objective is to replace traditional methods based on vertical communication and hierarchical structures with autonomous work groups. This does not mean that organigrams with differentiated positions disappear, but when working, decisions are made without hierarchies. In this way, everyone feels more involved in the goals and strategies. Through regular or spontaneous meetings, different decisions made by each work group are shared. These groups are also flexible and adapt to the needs of projects and contexts. Transparency, conflict management, and a sense of belonging are some characteristics of this self-management.

b. Wholeness. According to Laloux, companies require their workers to hide feelings of doubt or vulnerability and instead always show determination and strength through a “professional mask.” This approach questions the classic barrier between personal and professional life with the aim of creating spaces where people can express themselves fully and thus develop their full potential. It is key at this point to ensure that workers feel useful and have opportunities for fulfillment.

c. Evolutionary Purpose. The third pillar of the TEAL model is based on conceiving the organization as an organism that has its own life and sense of direction. Therefore, instead of trying to predict and control the future, the focus is on listening to its purpose within society. The goal is for the organization’s mission, values, and vision not to be based on the leaders’ interests, but to be aspects shared by all members. Additionally, this perspective also seeks to ensure that entities do not focus on rivalry with other organizations but place their purpose at the center.

The TEAL Model and the Social Sector

The TEAL model is particularly interesting and innovative in the social sector, given its community-oriented nature. However, there is not just one way to apply the model, as it will also depend on the uniqueness of each entity. Some of the benefits we can find are:

a. Increased Autonomy. Self-management allows decisions to be made more efficiently and quickly, as the people working on each project have more autonomy in their area of responsibility. This way, the organization is more flexible to changes and situations that require a quick response. This is useful in the field of social services and direct user care.

b. Motivation and Engagement. Sharing a vision and working towards the same purpose fosters commitment from all members of the organization, regardless of their area, and increases motivation and a sense of belonging.

c. Greater Initiative. Fostering a comfortable and participatory space helps reduce the fear of failure and increases self-confidence. Thus, workers show greater initiative in proposing ideas and making decisions.

d. Fostering Creativity. In relation to the previous point, the greater initiative and involvement of professionals encourages a more fluid exchange of ideas. Consequently, it creates an optimal space for the emergence of creativity.

e. Responsibility. Flattening the organizational chart allows everyone to make decisions. Thus, this autonomy increases the sense of responsibility in responding to the agreed-upon agreements.

In conclusion, the application of the TEAL model can generate numerous advantages in the social sector thanks to its emphasis on self-management, wholeness, and evolutionary purpose. On one hand, autonomy and flexibility in decision-making improve efficiency and adaptability in providing social services. On the other hand, creating a comfortable and participatory space fosters motivation, initiative, and creativity among workers, while increasing their sense of responsibility. All these characteristics make the TEAL model particularly interesting for social sector organizations looking to innovate and improve their internal structure to offer better services to the community.

References

Amurrio Gónzalez de Langarica, Í. (2019). Nuevos modelos organizativos de los recursos humanos en la empresa. Addi. https://addi.ehu.es/handle/10810/37110

Clos, I. (2020, 10 desembre). Organizaciones Teal: 50 prácticas revolucionarias que cambiarán tu futuro. Sociedad de la Innovación. https://www.sociedaddelainnovacion.es/50-practicas-organizativas-revolucionarias-cambiaran-futuro-organizacion-basado-modelo-teal/

De Hijas, P. M. (2023, 19 agost). Laloux, las organizaciones TEAL. Emergentes. https://emergentes.org/laloux-las-organizaciones-teal/

Great Place to Work. (2023, 25 abril). Organizaciones TEAL ¿Qué son? ¿Qué ventajas tienen?. Great Place To Work Spain. https://greatplacetowork.es/organizaciones-teal/

Organizaciones TEAL: ¿cómo reinventan la gestión y cuáles son sus ventajas? (s. f.). Iberdrola. https://www.iberdrola.com/talento/organizaciones-teal

Organizaciones Teal: qué son, qué ventajas ofrecen. (s. f.). https://thepower.education/blog/organizaciones-teal

Ortiz de Zárate Hors, María Eugenia (2019). Modelos organizativos evolutivos – Teal para startup social: estudios de caso. Tesis (Master), E.T.S.I. Industriales (UPM). https://oa.upm.es/65570/

Pablo, S. A. J. (2022, 10 març). Implementación del modelo Teal evolutivo para el desarrollo de la felicidad organizacional. https://repository.unimilitar.edu.co/handle/10654/43633

Romero, A. M., López, M. M., & Bravo, A. M. (2018). La transición hacia organizaciones evolutivas Teal. Dialnet. https://dialnet.unirioja.es/servlet/articulo?codigo=6535708

REIR joins as a new member of the iSocial Foundation

Publications News

REIR joins as a new member of the iSocial Foundation

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REIR, nova entitat membre de iSocial

The iSocial board has approved the incorporation of REIR (Resources for Children at Risk), a social intervention organization that operates mainly in the Vallès Oriental region, as a new member of the Foundation.

On July 9, during the meeting of the iSocial Foundation board, the incorporation of REIR (Educational Resources for Children at Risk) as a member entity of the Foundation was approved. Established in 2007 by professionals from the field of social education and the third sector, REIR works with a multidisciplinary approach to improve the situation of groups at risk of social exclusion and vulnerability, with a primary focus on children.

Since its creation, REIR has carried out significant social intervention work, assisting over 2,500 people at risk of social exclusion across 29 different municipalities. Their projects, including residential centers for minors and integrated care spaces, reflect a strong commitment to equality and social welfare.

The organization has achieved significant regional presence in Vallès Oriental, Vallès Occidental, Osona, and Baix Llobregat, demonstrating its ability to adapt and grow in response to emerging social challenges. With its incorporation into the iSocial Foundation, REIR will bring valuable expertise in the field of child welfare, enriching our project and helping us define and promote new ways to foster innovation in the social sector.

Actualitat

Presentacio guia FICE

The iSocial Foundation presents its Guide for Digital Transformation in Entities at the SocialDigital Conference of FICE.

FICE, a network of social organizations that focuses on advocating for children’s rights, commissioned iSocial to create a guide to promote technological innovation in the third social sector.
Premis GrausTIC

The iSocial Foundation awards the GrausTIC Prize for Social Integration through Digitalization to the Audivers 360º project, promoted by the ACAPPS association

The iSocial Foundation participates as a sponsor in the GrausTIC Awards 2023, in the category of the GrausTIC Award for Social Integration through Digitalization.
Imatge de les Jornades de formació d'activadores comunitàries per al projecte de Detecció i Intervenció de Situacions de Soledat no desitjada a l'Alt Pirineu-Aran

Training for Community Activators in the DISS Alt Pirineu-Aran Project

The DISS project aims to combat unwanted loneliness in the six regions of Alt Pirineu-Aran. The Community Activators play a crucial role in coordinating the efforts for detection and intervention and in raising community awareness.
iSocial Foundation travels to Austria to coordinate a StepForME program meeting

iSocial Foundation travels to Austria to coordinate a StepForME program meeting

La Fundació iSocial lidera el projecte europeu StepForME dins del marc d’un programa Erasmus+ d’intercanvi de bones pràctiques en relació amb la salut mental en joves.
Delegació italiana visita iSocial - Imatge de la sessió que Toni Codina, director d'iSocial, va tenir amb els representats d'entitats socials de la regió

GrandUP! International Project Visits iSocial for a Case Study

A delegation of 15 individuals connected to social organizations in Cuneo, Italy, visited the iSocial Foundation to learn more about its commitment to social innovation.
iSocial hosts a delegation of social organizations from the Netherlands

iSocial hosts a delegation of social organizations from the Netherlands

Un a delegació d’entitats socials neerlandeses han visitat la Fundació iSocial i les entitats membres. Enguany és el tercer any que ens visita una delegació provinent d’aquest país.

Energy Control, a drug analysis service to reduce risks

Publications Bank of innovations

Energy Control, a drug analysis service to reduce risks

Associació Benestar i Desenvolupament (ABD)

Energy Control

Drug analysis program that promotes responsible consumption

Energy Control is a project of the Association for Welfare and Development (ABD) that, among other services, sets up information points in drug consumption spaces, such as music festivals and nightclubs, to promote responsible and informed use and to offer a substance analysis service that ensures the safety of people who consume them in case of adulterated products.

The analysis results are obtained in less than five minutes. This allows for immediate advice on the actual composition of the substances. Moreover, the technique used is non-destructive and does not use reagents, which better reaches the population more reluctant to leave the substance at an analysis point.

The data obtained is inserted into the Energy Control database. Thus, practically all substances circulating at any given time can be identified, including adulterated or especially dangerous ones, and consumers can be alerted through their channels. The devices used in the analysis process are portable and can be easily moved to any space, so interventions can be carried out in usual consumption places.

The main objectives of this service are to contact drug users, inform about the composition of the substances the person wants to consume, advise on how to consume with less risk, monitor the market, detect trends, and alert interested parties in case adulterated products especially dangerous to health are circulating.

Banc d’innovacions

Projecte IWI

IWI Project, a support program for families seeking to improve their well-being

The IWI Project is a program that provides support to families with minors in their care who detect difficulties within their own homes and wish to address them in a community-based manner.
Metaverso Plena Inclusión Aragón

Virtual Metaverse to Improve Daily Skills of People with Intellectual Disabilities

Plena Inclusión Aragón and Cooperativa Kairós’ metaverse is an avatar that enables learning daily skills to enhance the autonomy of people with intellectual disabilities
Energy Control

Energy Control, a drug analysis service to reduce risks

Energy Control is a drug analysis program that promotes responsible consumption
BetiON

Predictive Telecare Service in Home Care

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation.
From Your Eyes

From your eyes, AI technological tools for visually impaired people

From Your Eyes promotes AI-based solutions to improve the daily lives of visually impaired people.
Reviu

Reviu, a platform that promotes transparency in housing access

Reviu is an online platform for sharing and searching for apartment reviews, with the primary goal of providing transparent and real information about the real estate market.

Predictive Telecare Service in Home Care

Publications Bank of innovations

Predictive Telecare Service in Home Care

Adinberri Foundation, Eusko Jaurlaritza (Basque Government)

BetiON

Predictive telecare that allows for preventive and personalized action

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation. The initiative aims to address social issues such as loneliness, home safety, abuse, cognitive decline, and lack of socio-family support.

The predictive model operates through technological solutions such as speech processing, advanced analytics, artificial intelligence, Big Data, IoT (Internet of Things), and technologies that facilitate interoperability and standardization, such as open platforms.

The system will be integrated into the Public Telecare Service of Euskadi (betiON), a service that allows users to communicate with specialized professionals in emergency or risk situations. BetiON can be used by people over 75 years old who live alone, people over 65 years old in situations or at risk of dependency, people with various types of disabilities or mental illnesses, and people in situations of social isolation.

Banc d’innovacions

Projecte IWI

IWI Project, a support program for families seeking to improve their well-being

The IWI Project is a program that provides support to families with minors in their care who detect difficulties within their own homes and wish to address them in a community-based manner.
Metaverso Plena Inclusión Aragón

Virtual Metaverse to Improve Daily Skills of People with Intellectual Disabilities

Plena Inclusión Aragón and Cooperativa Kairós’ metaverse is an avatar that enables learning daily skills to enhance the autonomy of people with intellectual disabilities
Energy Control

Energy Control, a drug analysis service to reduce risks

Energy Control is a drug analysis program that promotes responsible consumption
BetiON

Predictive Telecare Service in Home Care

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation.
From Your Eyes

From your eyes, AI technological tools for visually impaired people

From Your Eyes promotes AI-based solutions to improve the daily lives of visually impaired people.
Reviu

Reviu, a platform that promotes transparency in housing access

Reviu is an online platform for sharing and searching for apartment reviews, with the primary goal of providing transparent and real information about the real estate market.

The iSocial Foundation welcomes Grupo SSI as a new member organisation

Publications News

The iSocial Foundation welcomes Grupo SSI as a new member organisation

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Grupo Servicio Sociales

Grupo Servicios Sociales Integrados (SSI) is a Basque cooperative dedicated to improving the quality of life of people in vulnerable situations

From the iSocial Foundation, we are pleased to announce the incorporation of Grupo Servicios Sociales Integrados (SSI) as a new member organisation, approved at the last meeting of the iSocial board of trustees on July 9. With over 35 years of experience, SSI is a cooperative dedicated to improving the quality of life for people in situations of social vulnerability and dependency in the Basque Country, with special attention to the elderly.

Grupo SSI stands out for its ability to offer comprehensive and innovative responses to social needs, with a professional team specialized in social intervention and care for dependent people. Additionally, their commitment to research and innovation is reflected in initiatives like the Home Care Lab, an R&D&I unit working on developing new solutions for people’s care.

With their extensive experience in home care, social intervention, prevention of unwanted loneliness, and management of innovation projects, SSI brings great value to our foundation. Their integration strengthens our mission to promote innovation in the social sector and to offer effective solutions to improve people’s well-being.

Their inclusion also represents a new step towards the consolidation of the iSocial Foundation in the Basque Country, where another of our member organisations, the Agintzari cooperative, also works.

We look forward to starting to work together and adding their expertise to the great added value brought by our member organisations, indispensable for the iSocial Foundation project to make sense.

Actualitat

Presentacio guia FICE

The iSocial Foundation presents its Guide for Digital Transformation in Entities at the SocialDigital Conference of FICE.

FICE, a network of social organizations that focuses on advocating for children’s rights, commissioned iSocial to create a guide to promote technological innovation in the third social sector.
Premis GrausTIC

The iSocial Foundation awards the GrausTIC Prize for Social Integration through Digitalization to the Audivers 360º project, promoted by the ACAPPS association

The iSocial Foundation participates as a sponsor in the GrausTIC Awards 2023, in the category of the GrausTIC Award for Social Integration through Digitalization.
Imatge de les Jornades de formació d'activadores comunitàries per al projecte de Detecció i Intervenció de Situacions de Soledat no desitjada a l'Alt Pirineu-Aran

Training for Community Activators in the DISS Alt Pirineu-Aran Project

The DISS project aims to combat unwanted loneliness in the six regions of Alt Pirineu-Aran. The Community Activators play a crucial role in coordinating the efforts for detection and intervention and in raising community awareness.
iSocial Foundation travels to Austria to coordinate a StepForME program meeting

iSocial Foundation travels to Austria to coordinate a StepForME program meeting

La Fundació iSocial lidera el projecte europeu StepForME dins del marc d’un programa Erasmus+ d’intercanvi de bones pràctiques en relació amb la salut mental en joves.
Delegació italiana visita iSocial - Imatge de la sessió que Toni Codina, director d'iSocial, va tenir amb els representats d'entitats socials de la regió

GrandUP! International Project Visits iSocial for a Case Study

A delegation of 15 individuals connected to social organizations in Cuneo, Italy, visited the iSocial Foundation to learn more about its commitment to social innovation.
iSocial hosts a delegation of social organizations from the Netherlands

iSocial hosts a delegation of social organizations from the Netherlands

Un a delegació d’entitats socials neerlandeses han visitat la Fundació iSocial i les entitats membres. Enguany és el tercer any que ens visita una delegació provinent d’aquest país.

Change in Presidency: Josep Maria Solé Takes Over from Montse Cervera

Publications News

Change in Presidency: Josep Maria Solé Takes Over from Montse Cervera

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Josep Maria Solé pren el relleu de Montse Cervera com a president

Montse Cervera, President of iSocial since the foundation’s creation, steps down to make way for Josep Maria Solé.

At the last board meeting, held on July 9, the iSocial Foundation bid farewell to Montse Cervera, who had served as president since the foundation’s inception. Montse Cervera, along with Toni Codina, co-founded the iSocial Foundation from an embryonic idea that arose during a shared coffee in early 2018. Since then, the Foundation has grown and become a key player in the social innovation ecosystem in Catalonia, and Montse Cervera has been a vital figure, dedicating her time, energy, and knowledge.

Montse Cervera has had a long career in the field of social services, first as a technician at the Department of Social Rights of the Generalitat of Catalonia, and later in various leadership roles: Director General of the no longer existing Catalan Institute of Assistance and Social Services (ICASS) from 1999 to 2003, Head of the Social and Healthcare Unit at Antares Consulting (2007-2016), and Head of Innovation and New Projects at the Ampans Foundation (2015-2020), a member organization of iSocial which she represented on the board. During her presidency, she shared the knowledge she gained throughout her career to help foster iSocial’s growth. During this time, the iSocial Foundation achieved significant milestones and solidified its role as a leader in social sector innovation.

The position will now be held by Josep Maria Solé, President of the Support Girona Foundation and its representative on the iSocial board, where he previously served as Secretary.

The iSocial Foundation wishes Montse Cervera the best and thanks her for her work and commitment. We also warmly welcome Josep Maria Solé as the new president, who will undoubtedly continue and expand upon Montse Cervera’s legacy with the same passion and dedication.

Actualitat

Presentacio guia FICE

The iSocial Foundation presents its Guide for Digital Transformation in Entities at the SocialDigital Conference of FICE.

FICE, a network of social organizations that focuses on advocating for children’s rights, commissioned iSocial to create a guide to promote technological innovation in the third social sector.
Premis GrausTIC

The iSocial Foundation awards the GrausTIC Prize for Social Integration through Digitalization to the Audivers 360º project, promoted by the ACAPPS association

The iSocial Foundation participates as a sponsor in the GrausTIC Awards 2023, in the category of the GrausTIC Award for Social Integration through Digitalization.
Imatge de les Jornades de formació d'activadores comunitàries per al projecte de Detecció i Intervenció de Situacions de Soledat no desitjada a l'Alt Pirineu-Aran

Training for Community Activators in the DISS Alt Pirineu-Aran Project

The DISS project aims to combat unwanted loneliness in the six regions of Alt Pirineu-Aran. The Community Activators play a crucial role in coordinating the efforts for detection and intervention and in raising community awareness.
iSocial Foundation travels to Austria to coordinate a StepForME program meeting

iSocial Foundation travels to Austria to coordinate a StepForME program meeting

La Fundació iSocial lidera el projecte europeu StepForME dins del marc d’un programa Erasmus+ d’intercanvi de bones pràctiques en relació amb la salut mental en joves.
Delegació italiana visita iSocial - Imatge de la sessió que Toni Codina, director d'iSocial, va tenir amb els representats d'entitats socials de la regió

GrandUP! International Project Visits iSocial for a Case Study

A delegation of 15 individuals connected to social organizations in Cuneo, Italy, visited the iSocial Foundation to learn more about its commitment to social innovation.
iSocial hosts a delegation of social organizations from the Netherlands

iSocial hosts a delegation of social organizations from the Netherlands

Un a delegació d’entitats socials neerlandeses han visitat la Fundació iSocial i les entitats membres. Enguany és el tercer any que ens visita una delegació provinent d’aquest país.

From your eyes, AI technological tools for visually impaired people

Publications Bank of innovations

From your eyes, AI technological tools for visually impaired people

From your eyes

From Your Eyes

AI-based solutions to improve the daily lives of visually impaired people

From Your Eyes (FYE) is a company specializing in computer vision that develops solutions based on Artificial Intelligence (AI) technology that mimic the visual function of the human brain to recognize, track, and categorize objects and people through camera image processing.

FYE’s AI model allows real-time processing of images and videos, includes a dataset of over 15 million data points, achieves an accuracy of 98.03%, and processes content in just 15 milliseconds. The tool is also capable of identifying 865 different colors, can operate without cloud connectivity, and incorporates strict data protection security measures.

FYE applies all this technological knowledge in two tools that improve the daily lives of visually impaired people. First, the FYE mobile application allows users to create their own AI assistants to receive descriptions of photos, videos, and visual documents, and can be integrated into various devices. Second, FYE Vehicle Vision enhances the driving experience on the road with integrated cameras to analyze the environment and provide personalized services. It also offers tools such as augmented reality navigation, virtual travel companions, gesture control, and intelligent assistance, among others.

Banc d’innovacions

Projecte IWI

IWI Project, a support program for families seeking to improve their well-being

The IWI Project is a program that provides support to families with minors in their care who detect difficulties within their own homes and wish to address them in a community-based manner.
Metaverso Plena Inclusión Aragón

Virtual Metaverse to Improve Daily Skills of People with Intellectual Disabilities

Plena Inclusión Aragón and Cooperativa Kairós’ metaverse is an avatar that enables learning daily skills to enhance the autonomy of people with intellectual disabilities
Energy Control

Energy Control, a drug analysis service to reduce risks

Energy Control is a drug analysis program that promotes responsible consumption
BetiON

Predictive Telecare Service in Home Care

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation.
From Your Eyes

From your eyes, AI technological tools for visually impaired people

From Your Eyes promotes AI-based solutions to improve the daily lives of visually impaired people.
Reviu

Reviu, a platform that promotes transparency in housing access

Reviu is an online platform for sharing and searching for apartment reviews, with the primary goal of providing transparent and real information about the real estate market.

Predictive models through big data applied to social services

Publications Articles

Predictive models through big data applied to social services

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Big Data

In recent years, multiple sectors have embraced big data technology and predictive models to manage large amounts of data, draw conclusions, and make predictions. How can this technology be applied to social services?

Every day, the world generates approximately 328.77 million terabytes of data, according to a Market Splash analysis from 2024. In recent years, the growth rate has increased exponentially. From 2010 to 2023, for example, the amount of data generated has increased in volume by 60 times, although only 10% of these data are unique, as the rest are duplicated information on the network.

In this context, most sectors are incorporating intelligent data analysis services to manage data, draw conclusions, and make predictions. Social services are no exception. In recent years, the sector has embraced big data technology to collect information in the socio-health field and thus be able to act preventively, personally, and efficiently. Next, we will explore what big data and predictive models are, what opportunities they present for social services, and what innovative initiatives are already being carried out.

What is big data?

Broadly speaking, we could define big data as a set of data that, due to its large volume, cannot be processed or managed with traditional integration databases. More specifically, we find that big data is based on the paradigm of the 3 V’s:

  • Volume. A large amount of data is worked with, requiring new storage techniques and new approaches.
  • Variety. The data comes from various sources and formats, such as messages, videos, images, or emoticons. Therefore, tools that can decipher all types of content are needed.
  • Velocity. The large volume of data requires that it be processed and analyzed quickly to prevent the results from becoming outdated once deciphered.

According to the report Big Data and its impact on the public sector, coordinated by Chema Maroto, four more characteristics can currently be added:

  • Variability. This trait refers to data that constantly changes its meaning, something particularly applicable in the case of language, as words do not have static meanings and require context to be understood. This point is one of the main challenges of big data and demands the design of processing programs capable of understanding each context to decode the precise meaning of each word.
  • Veracity. The results obtained when processing large amounts of data are only useful if the data being worked with is accurate and truthful. Therefore, it is crucial to keep in mind that sometimes data can be presented in a disordered manner, as well as to know how to distinguish errors and excess noise, that is, all those false or irrelevant information. To carry out this task, it is necessary to accompany the algorithms with professional human supervision.
  • Visualization. Another important challenge of big data is the ability to visually represent large amounts of data obtained. Traditional data representation methods are no longer sufficient; instead, it is necessary to find simple and accessible ways to visualize information.
  • Value. Big data provides added value in the different areas where it is applied. For example, in the case of social services, it can mean economic and time savings in user care.

What are predictive models?

One of the applications of intelligent data analysis is the creation of predictive models. In the case of social services, these models can help professionals make better decisions.

A predictive model is a type of mathematical model that allows making predictions in the future based on past data. Through big data technology and machine learning, it is possible to infer how a variable will behave in the future based on other known variables.

To implement a predictive model, data must first be prepared to minimize noise and analyze it. Next, the predictive model to be used and the problem to be solved through it are selected. Then, the model is trained and validated to reach its implementation, which will be accompanied by monitoring to identify possible errors and improvements. Ensuring the quality of the data entered into the system is essential, as the reliability of the results obtained from the model will depend on it.

Big data predictive models and social services

Big data technology, in combination with other tools such as artificial intelligence and machine learning, allows analyzing social services system data to look for patterns (repetitions, anomalies, or correlations) that are usually too complex to detect manually. Along with other data sources, this can allow us, for example, to anticipate the emergence and evolution of population needs. In this sense, predictive models can help advance social services in four important areas: prevention, personalization, planning, and efficiency.

According to Big Data: What are the Implications for Public Sector Policy in Society 5.0 Era? (Fajar Rahmanto et al.), the combination of big data and artificial intelligence allows obtaining information that can become a very good starting point in decision-making and improving automation systems.

However, it is essential to define good security policies when dealing with personal and confidential information in the socio-health field, as the data being worked with is very sensitive and intimate.

Initiatives

Currently, the social sector is carrying out numerous initiatives that use big data to make predictions and act preventively. Below, we summarize some initiatives that work in this direction:

  • PACT Project. In Castilla y León, the PACT project uses an algorithm developed from big data and machine learning techniques capable of predicting the risk of social exclusion of social services users. Through ten main risk factors, the predictive model can determine which of the people requesting the minimum guaranteed income will continue to need this benefit for 60 months or more. Through a mobile application, professionals have access to these forecasts and can make better decisions.
  • Predictive and descriptive tool. In Catalonia, the Association for Welfare and Development (ABD), in collaboration with Momentum Analytics, has developed a predictive tool based on big data and artificial intelligence that allows describing the socio-demographic and economic characteristics of the families in the territory with the aim of helping municipal social services better understand current real needs, predict future ones, dimension the service portfolio, and plan resources.
  • One View. In the United Kingdom, the One View system analyzes the set of data related to services for adults, children, and homeless people to identify existing risk situations that could lead to homelessness in the near future. The analytical model includes income, benefits, and school data, obtaining a general and complete view of citizens and households. The model has a preventive approach and can detect future risk situations 6 to 9 months before they occur.
  • Crisis Text Line. This American initiative uses machine learning and artificial intelligence to predict high-risk suicide or self-harm situations. The system is based on the analysis of 30 million messages that users have sent through a prevention hotline and is capable of identifying which cases are more urgent. Thus, 94% of high-risk people receive an intervention in less than 5 minutes.
  • L’Allegheny Family Screening Tool (AFST). Also in the United States, this big data system provides social services professionals with an objective assessment of child neglect risk situations through more than a hundred parameters. When a case is received, the algorithm calculates the risk index to guide professional action.

In conclusion, big data and predictive models in social services represent an interesting tool to improve efficiency, personalization, and prevention in population care. The ability to process and analyze large amounts of data quickly and accurately, as well as generate predictive models, allows professionals to anticipate needs, identify risk situations, and make decisions based on solid evidence. Initiatives such as the PACT project in Castilla y León, the predictive tool of ABD in Catalonia, and the One View system in the United Kingdom demonstrate the positive impact of these technologies in the socio-health field. However, it is essential to implement robust security policies to protect the privacy of confidential data and ensure its veracity. Ultimately, big data and predictive models are key to a future where social services are more proactive and effective in their mission of supporting communities and individuals.

References

Albendea, G. L. (2021, 15 juliol). ‘Big data’: una herramienta de predicción útil para el sector social. Revista Haz. https://hazrevista.org/innovacion-social/2017/11/big-data-una-herramienta-de-prediccion-util-para-el-sector-social/ [08/07/2024]

Big data y su impacto en el sector público. (s. f.). Harvard Deusto Business Review. https://xodel.diba.cat/sites/xodel.diba.cat/files/big_data_y_su_impacto_en_el_sector_publico.pdf [08/07/2024]

Cicle de reflexió “Big Data i serveis socials”. (2019). Fundació iSocial. https://isocial.cat/cicle-de-reflexio-big-data-i-serveis-socials/ [08/07/2024]

Díaz, A. (2022, 28 diciembre). Modelos predictivos, que es, ejemplos y herramientas. Todo Bigdata. https://todobigdata.com/modelos-predictivos/modelos-predictivos-que-es-ejemplos-y-herramientas/ [17/04/24]

El Big Data al tercer sector. (2023, 8 març). Xarxanet – Entitats I Voluntariat de Catalunya Per un Món Millor. https://xarxanet.org/juridic/recursos/el-big-data-al-tercer-sector [08/07/2024]

ESADE Business & Law School. (2018, 2 octubre). La transformación digital en el Tercer Sector, retos y oportunidades. Cinco Días. https://cincodias.elpais.com/cincodias/2018/10/01/idearium/1538406345_325528.html [08/07/2024]

ESIC Business & Marketing School. (s. f.). Análisis predictivo: con Big Data el futuro no se predice, se cambia. ESIC. https://www.esic.edu/rethink/tecnologia/analisis-predictivo-big-data-futuro-no-se-predice-se-cambia [17/07/24]

Fundació iSocial. (2024, 19 juny). One View, sistema predictiu i preventiu de situacions de sensellarisme – Fundació iSocial. Innovació en. Fundació iSocial. https://isocial.cat/one-view-sistema-predictiu-i-preventiu-de-situacions-de-sensellarisme/ [08/07/2024]

Fundació iSocial. (2024, 19 juny). PACT, eina big data per preveure el risc d’exclusió social crònica – Fundació iSocial. Innovació en. Fundació iSocial. https://isocial.cat/pact-eina-big-data-per-preveure-el-risc-dexclusio-social-cronica/ [08/07/2024]

Fundació iSocial. (2024, juny 19). Eina predictiva de situacions de vulnerabilitat, per millorar la planificació dels Serveis Socials -. Fundació iSocial. https://isocial.cat/eina-predictiva-de-situacions-de-vulnerabilitat-per-millorar-la-planificacio-dels-serveis-socials/ [08/07/2024]

Fundació iSocial. (2024, juny 19). VioGén, sistema de seguiment integral de casos de violència masclista – Fundació iSocial. Innovació en. Fundació iSocial. https://isocial.cat/viogen-sistema-de-seguiment-integral-de-casos-de-violencia-masclista/ [08/07/2024]

Rahmanto, F., Pribadi, U., & Priyanto, A. (2021). Big Data: What are the Implications for Public Sector Policy in Society 5.0 Era. IOP Conference Series. Earth And Environmental Science, 717(1), 012009. https://doi.org/10.1088/1755-1315/717/1/012009 [08/07/2024]

Rodríguez, S. (2019, 31 julio). Claves para implantar un modelo predictivo. Big Data Magazine. https://bigdatamagazine.es/claves-para-implantar-un-modelo-predictivo/ [17/07/24]

Sesmero, J. M. M. (2015). Big data; application and use for the health system. DOAJ (Directory Of Open Access Journals), 39(2), 69-70. https://doi.org/10.7399/fh.2015.39.2.8835 [08/07/2024]

Song, T., & Ryu, S. (2015). Big Data Analysis Framework for Healthcare and Social Sectors in Korea. Healthcare Informatics Research, 21(1), 3. https://doi.org/10.4258/hir.2015.21.1.3 [08/07/2024]

Reviu, a platform that promotes transparency in housing access

Publications Bank of innovations

Reviu, a platform that promotes transparency in housing access

IDRA

Reviu

Online platform for sharing and searching for apartment reviews

Reviu is a portal where tenants can rate the apartments they live in or have lived in, as well as their relationship with the real estate agency and the property owner. The main objective is to provide transparent and real information about the real estate market to prevent people looking for housing from doing so blindly and without references. This way, the information asymmetry that currently characterizes the housing market can be overcome.

The platform allows searching for reviews of specific apartments and buildings, writing anonymous opinions, and searching for all published information about each real estate agency. When publishing a review, tenants must provide data about the apartment, such as the condition of the housing, the initial and final price, the relationship with the property owner and the neighbors, the characteristics of the space, the temperature, etc.

To combat fraud, the website relies on municipal cadastral data and information from Google. Although it is an anonymous portal, the platform asks for some personal data from the authors of the comments in order to contact them if they want to verify the authenticity of the reviews. To avoid creating a platform where only “hate comments” are posted, Reviu approaches reviews from a constructive perspective. The portal also offers practical resources, advice, and explanatory videos about information related to renting housing.

Banc d’innovacions

Projecte IWI

IWI Project, a support program for families seeking to improve their well-being

The IWI Project is a program that provides support to families with minors in their care who detect difficulties within their own homes and wish to address them in a community-based manner.
Metaverso Plena Inclusión Aragón

Virtual Metaverse to Improve Daily Skills of People with Intellectual Disabilities

Plena Inclusión Aragón and Cooperativa Kairós’ metaverse is an avatar that enables learning daily skills to enhance the autonomy of people with intellectual disabilities
Energy Control

Energy Control, a drug analysis service to reduce risks

Energy Control is a drug analysis program that promotes responsible consumption
BetiON

Predictive Telecare Service in Home Care

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation.
From Your Eyes

From your eyes, AI technological tools for visually impaired people

From Your Eyes promotes AI-based solutions to improve the daily lives of visually impaired people.
Reviu

Reviu, a platform that promotes transparency in housing access

Reviu is an online platform for sharing and searching for apartment reviews, with the primary goal of providing transparent and real information about the real estate market.

I·ROC, a tool that evaluates the recovery process of mental health service users

Publications Bank of innovations

I·ROC, a tool that evaluates the recovery process of mental health service users

Penumbra

I·ROC

A tool that measures the recovery process of people using mental health services

I·ROC is based on a self-assessment questionnaire that follows the HOPE model, an approach that analyzes four areas of personal well-being (home, opportunity, people, and empowerment). Each area includes three indicators that the user must score from 1 to 6. This provides a holistic view of personal well-being.

The tool is available in both paper and digital formats and provides a solid framework for initiating conversations between professionals and users. It also offers a variety of innovative and easy-to-use tools that promote self-management with tips and techniques.

Mental health professionals can obtain individual reports of their patients at any time through the online platform (I·ROC Digital), available for multiple devices. Similarly, entities can consult global data on the user base to evaluate the impact of their projects and programs. Patients also have access to their results and the various support materials offered by the platform.

Banc d’innovacions

Projecte IWI

IWI Project, a support program for families seeking to improve their well-being

The IWI Project is a program that provides support to families with minors in their care who detect difficulties within their own homes and wish to address them in a community-based manner.
Metaverso Plena Inclusión Aragón

Virtual Metaverse to Improve Daily Skills of People with Intellectual Disabilities

Plena Inclusión Aragón and Cooperativa Kairós’ metaverse is an avatar that enables learning daily skills to enhance the autonomy of people with intellectual disabilities
Energy Control

Energy Control, a drug analysis service to reduce risks

Energy Control is a drug analysis program that promotes responsible consumption
BetiON

Predictive Telecare Service in Home Care

The Adinberri Foundation has launched a telecare service that enables anticipation and action through a personalized intervention plan based on the 4P model: prediction, prevention, personalization, and participation.
From Your Eyes

From your eyes, AI technological tools for visually impaired people

From Your Eyes promotes AI-based solutions to improve the daily lives of visually impaired people.
Reviu

Reviu, a platform that promotes transparency in housing access

Reviu is an online platform for sharing and searching for apartment reviews, with the primary goal of providing transparent and real information about the real estate market.