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Quo nos ducis, IA?   Where are you taking us, AI?

The emergence of AI affects us, yet we cannot gauge the extent of that impact because we do not know where we want it to take us.
We are currently wrapping up the bulk of automation driven by digital technologies. Meanwhile, we can break down the AI landscape into four overlapping categories: 1. Inference Engine (based on machine learning); 2. Conversational Assistant (chatbots); 3. Operational Agent (possessing superior command capabilities); and 4. Process Orchestrator (the highest level of sophistication, weaving together the previous characteristics).
Ultimately, AI will serve as a new infrastructure upon which specialized applications are built—applications capable of extracting value worth paying for.
The transition promises to be painful, as it will affect the elites and—through the impact of its adoption—every organization.

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If AI replaces junior staff, where will tomorrow’s seniors come from? And how will we train them?

According to SignalFire’s ‘State of Tech Talent 2025′ report, hiring of new graduates by major tech companies has dropped by more than 50% over the last five years.
The most significant challenge directly impacts companies’ ability to secure the talent they will need in the future.
The issue is not about protecting these jobs, but rather reinventing how the necessary skills are learned; iteration is key—asking questions, verifying information, following up, and improving. This requires critical thinking.

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AI & the Octopus Organization with Stephen Wunker

What can a prehistoric creature with nine brains, three hearts, and the ability to edit its own RNA teach us about thriving in the AI revolution?

Mark Blackwell summarizes his podcast conversation with Stephen Wunker—co-author, with Jonathan Brill, of the book “AI and the Octopus Organization: Building the Superintelligent Firm”

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Innovating in social organizations. Evaluation Questionnaire

How are social enterprises innovating?
Are these organizations innovative?
What are social organizations?
Over the past few years, we observed the differences in innovation practices between market-based companies and this broad sector of social organizations. The conclusion is that the strategic innovation process within these organizations needs further exploration.
Therefore, I present a new tool for evaluating innovation in social organizations. This tool serves as a self-assessment tool and also as a checklist for improving the processes and activities that comprise the strategic innovation process. It can also be used by external evaluators or consultants. I used as a basis the tool already available on this website, used for years in companies, and modified with 12 years of experience and 9 consulting projects with ESADE Alumni Social in different third social sector organisations.

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European innovation stagnates. Analysis of the EIS 2025

The first significant aspect of the report is that the EU innovation index will decline for the first time in 2024. A slight decline of 0.4%, but significant because it ends the trend toward stagnation starting in 2022-2023.
The growth is shown alongside the rest of the global innovation leaders since 2018.
A first analysis of the causes and possible areas for improvement.

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The Innovation Strategy Imperative: Why “Quick Win” Projects Often Fail

The “Quick Win” Trap. When business pressure mounts, particularly for short-term performance improvements, organisations often fall into what I call the “quick win trap” – initiating innovation projects without reference to any cohesive innovation strategy. The thinking goes: “We need results now, so let’s launch some rapid innovation initiatives and show progress.”

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What do we invest in? Marketing or Innovation

Is this an appropriate or pertinent question?
Peter F. Drucker wrote:
“…in essence, the company has only two basic functions: marketing and innovation…”
In global data, Innovation loses. We have compared European, US and Chinese data. The results show that companies invest much more in Marketing than in Innovation.
This leads us to ask some more questions.

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Innovation artifacts

I want to start by indicating the three levers/links with which I intend to articulate my “thesis”, on the change that the adoption of IAG (Generative Artificial Intelligence) technologies is bringing about, in the application of intelligence, which humans carry out and exercise, in the realization of Innovation, both in companies and in organizations in general.
*Analyze, to understand, from the question.
*Adventure, to simulate, from scenarios.
*Advance, to share, from new roles.

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When KPIs Go Wrong (&2): The KPI Paradox

The journey from metrics overload to strategic clarity and execution excellence is not just about reducing the number of KPIs, but about fundamentally rethinking how we measure and manage change.
True competitive advantage lies not in measuring everything, but in measuring the right things at the right time to drive meaningful change.

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When KPIs Go Wrong: Lessons from Cobras and Rats

KPIs are essential for guiding behaviour, but if used poorly, they can lead to unintended consequences. Historical examples include the “Cobra Effect” in India and a failed rat control scheme in Vietnam, where reward-based targets led to manipulation instead of solving the problem. This aligns with Goodhart’s Law: “When a measure becomes a target, it ceases to be a good measure.”
Modern business examples like Volkswagen’s emissions scandal, Wells Fargo’s fake accounts, and Uber’s risky driving tactics show how setting rigid KPIs can drive unethical or counterproductive actions.
To avoid these pitfalls, leaders should…

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Today’s Measures and indicators.

Measures and indicators are key to improvement. They are a strategic management tool.
And what do we currently measure? Do our metrics reflect the real situation? Are they useful for making future decisions and guiding our efforts?
It is about discovering lines of relationship and direct causality between our operational metrics and future strategic results.
Knowing what we should measure to improve our processes, innovation, sustainability and performance is key. And today we have the technological tools for an integrated system of real-time indicators and effective reporting.

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European innovation. EIS 2024 Analysis

We summarize the results of the European Innovation Scoreboard, which this year incorporates a different format in the comparisons by country, making it possible to analyse the evolution in the last 7 years (2017 to 2024)
The data we will analyse will include EU Member States, neighbouring European countries and third countries selected as global competitors.
The EIS 2024 applies its consolidated system of measuring results in 32 indicators, grouped into 4 areas (Main categories) and 12 dimensions of innovation.

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Filter and prioritize projects.

What is presented here is a tool to facilitate the process of filtering and prioritizing ideas and projects in companies and organizations.
Also in all the selection or prioritization processes necessary to complete or manage portfolios of products, services, etc.

It is a teamwork tool; it facilitates the discussion and definition of the criteria or filters on which the selection will be based, and it rationally orders the possible projects.

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Collaborative and transformative innovation for SMEs

It is often difficult for SMEs to start innovating, and to make a leap in the professionalization of management in order to gain dimension and grow, and thus be more profitable and competitive with a clear and sustainable future. How to deal with it from collaborative and transformative innovation?
Internal collaboration. Open innovation and cooperation. Strategic fit and roadmap. Errors, obstacles and learning.

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Innovation in Europe: regional and global. (EIS and RIS 2023)

We summarize the results of the European Innovation Scoreboard, (EIS 2023), including the regional analysis of the EU, Regional Innovation Scoreboard, (RIS 2023) and the global comparison with other countries.
The most extensive analysis, which also includes 11 other European countries, shows that Switzerland is Europe’s innovation leader.
At the global level, the EU has reduced the distance with some of the leaders.
The Regional Innovation Scoreboard complements the EIS and, in my opinion, greatly helps to understand the development of innovation.

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Direction and project management

Organizational aspect: Transversal organization by projects.
It is a fact that organizations are generating more projects. Regardless of the need, automation and the so-called “digital transformation” mean that the amount of routine work is constantly decreasing and project work is increasing. Consequently, it is necessary to increase the preparation and capacity for the direction and management of projects.

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