The series focuses on modern advances and innovations in the fields of computational intelligence and decision sciences.
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Decision Intelligence News
Decision Intelligence (DI) is the discipline concerned with how organizations and individuals design, support, and improve decision making at scale. It connects actions to outcomes in context by integrating human judgment, data, models, text, and AI into coherent decision systems. Decision Intelligence News curates developments across DI and related fields, including AI, machine learning, governance, enterprise architecture, orchestration, measurement, and decision modeling. Learn more at www.opendi.org and www.learn-di.com. Curated by Decision Intelligence |
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Scooped by
Decision Intelligence
May 6, 2021 2:30 PM
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The series focuses on modern advances and innovations in the fields of computational intelligence and decision sciences.
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Scooped by
Decision Intelligence
April 28, 2021 5:04 PM
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"...My hope is that we move from fixing problems in buildings after they happen to a more proactive approach. That’s been the goal of the Healthy Buildings program. Before COVID, healthy buildings was a nascent field. Now, it has exploded and everyone is rightly talking about indoor environments. I feel a deep responsibility to help shape what comes next, now that everyone is paying attention. The healthy buildings movement will be a failure if it’s confined to those with resources. This must be a movement that serves all."
How #covid19 has driven the Healthy Buildings movement, from a thought leader in the field.
How #covid19 has driven the Healthy Buildings movement, from a thought leader in the field.
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Scooped by
Decision Intelligence
April 28, 2021 4:50 PM
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"By 2024, the market is expected to pass $500 billion, growing about 18% a year until then....[yet] while 59% of organizations have a strategy for AI, many of the promised benefits remain elusive."
AI continues to grow massively faster than the rest of the market. This trajectory depends on the market maturing, with organizations developing coherent AI strategies and ways to mitigate risk.
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Scooped by
Decision Intelligence
April 28, 2021 4:46 PM
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Tellius announced an $8 million Series A funding round led by Sands Capital Ventures with participation from Grotech Ventures.
There have been a number of big decision intelligence funding events in recent months. In general, these are technology-focused initiatives, with a strong concentration on bridging from ML/AI to business leaders. Congratulations, Tellius!
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Rescooped by
Decision Intelligence
from Pandemic Safe Buildings
April 21, 2021 3:51 PM
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"Decades of painstaking research, which did not include capturing live pathogens in the air, showed that diseases once considered to be spread by droplets are airborne.[4] Ten streams of evidence collectively support the hypothesis that SARS-CoV-2 is transmitted primarily by the airborne route.[5]"
One of the consequences of a lack of a decision intelligence bridge from research to decision makers, is that important findings like this are slow to be disseminated, and slower to be implemented as part of personal or organization decisions. We ignore this "last mile" action challenge at our peril.
One of the consequences of a lack of a decision intelligence bridge from research to decision makers, is that important findings like this are slow to be disseminated, and slower to be implemented as part of personal or organization decisions. We ignore this "last mile" action challenge at our peril.
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Scooped by
Decision Intelligence
April 21, 2021 3:35 PM
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"While 70% of business leaders say they understand how AI will change how their organization generates business value, only 10% report significant financial benefits in 2020.
So while 59% of organizations have a strategy for AI, many of the promised benefits remain elusive."
Decision Intelligence (DI) strengthens the gap between AI and business users, substantially mitigating AI implementation risks, for both fully autonomous as well as human-in-the-loop use cases.
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Scooped by
Decision Intelligence
April 21, 2021 3:21 PM
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"Building decision intelligence applications and delivering prescriptive analytics wherever and whenever needed is challenging in the best of times. Establishing a future-proof platform with analytic and AI powered insights, state-of-the-art optimization, and decision rules solutions can help businesses transform into customer-centric, automated and intelligent enterprises."
We've been tracking FICO as one of the most important decision intelligence companies for a few years. Here's its current position.
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Scooped by
Decision Intelligence
April 18, 2021 12:38 AM
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If annual averages were the only information we considered, 79 AD in Pompeii was a slightly warmer year than usual—hardly a situation worthy of serious concern. As you can see with this example, averages, when assessing outlier risks, often make very bad metrics.
More about how average values can be misleading, and so getting more granular can help us understand covid-19, climate change, and more.
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Scooped by
Decision Intelligence
April 17, 2021 4:36 PM
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Orphaned Analytics are one-off Machine Learning (ML) models written to address a specific business or operational problem, but never engineered for sharing, re-use and continuous-learning and adapting.
This article doesn't talk about decision intelligence directly, but including ML models into an open architecture (like the World Wide Decision Web - WWDW) is an important future direction in making machine learning models reusable.
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Scooped by
Decision Intelligence
April 17, 2021 4:33 PM
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Many of us were made aware of an alleged near-miss between two satellites in low earth orbit, one operated by SpaceX and the other by OneWeb....we seek to understand, use and manage information in such a way that leads to desired outcomes. This ability is known as Decision Intelligence, and it’s the reason for developing situational or domain awareness."
DI was used by NASA.ai's Frontier Development Lab a few years back for a similar use case. Because data wants to be relevant to a decision.
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Scooped by
Decision Intelligence
March 17, 2021 8:28 PM
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Social media bombards us with big lies. The juicier and click-baitier, the better, and the happier are advertisers. Unfortunately, disinformation is often plausible as well as attractive. By promising to right an imaginary or misplaced wrong it can tempt us to engage in bullying, persecution, and—in the extreme—bloodshed and even murder. The good news is that there’s a pattern to big lies, and so a pattern as well to beating them.
Nadine Malcolm shows how a DI causal picture can be used to understand - and combat - Big Lies. The Salem Witch trials, Mein Kampf, and more.
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Scooped by
Decision Intelligence
March 17, 2021 8:24 PM
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In artificial intelligence, machine learning, decision intelligence, statistics, and science, we use the word “decision” to mean a lot of things. Let’s tease out some distinctions:
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Scooped by
Decision Intelligence
March 17, 2021 8:08 PM
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"...quality AI information is clouded by the AI apocalypse narrative. If you google the field, you’ll be challenged to separate medical imaging wheat from AGI chaff. (Don’t tell anyone, friends, there’s no magic here, it’s just math.) AI alone is no more likely to take over the world than is your calculator. Well, unless it’s used as a deniability smokescreen: “It’s not my fault the killer robot smashed your house, it was the AI that did it”.
It's essential to cut through the AI (and, increasingly, DI) hype to avoid another "winter", where the bubble of expectations pops AI becomes a pariah (again).
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Scooped by
Decision Intelligence
March 17, 2021 8:03 PM
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Are you thinking: “I’ve heard that AI can provide some value to my organization?” but wondering where to start?
Good judgment about applied AI is an important part of many DI project. Here's how to think about how to resource this function.
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Rescooped by
Decision Intelligence
from Pandemic Safe Buildings
March 17, 2021 7:37 PM
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"...the temperature of 95°F is such a value. Stay below it, and very few people die. Rise above it and people start dying, and the higher the temperature rises, the greater the mortality. The chart below shows why a 5.7°F rise in average temperature over 50 years can lead to such deadly results."
When we use a summary statistic like an average - whether for climate temperature or Covid-19 incidence - it can mask important underlying dynamics that can make a big difference.
when we use a summary statistic like an average - whether for climate temperature or Covid-19 incidence - it can mask important underlying dynamics that can make a big difference.
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Scooped by
Decision Intelligence
March 17, 2021 7:19 PM
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Our mission is to improve lives by empowering students with essential skills and dispositions for making better decisions
This looks like a great organization! Looking forward to integrating their work with AI/ML/DI.
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Scooped by
Decision Intelligence
March 17, 2021 7:15 PM
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"Lack of causal understanding makes it very hard to make predictions and deal with novel situations. This is why you see self-driving cars make weird and dangerous mistakes even after having trained for millions of miles.
...
Generalizing well outside the i.i.d. setting requires learning not mere statistical associations between variables, but an underlying causal model,” the AI researchers write.
Truth. This is why we're a lot further away from solving many domains. The edge cases are (a) tons harder to solve and (b) often tons more expensive if you get them wrong.
Managing this causal information, and combining it with AI, is a core pillar of DI.
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Scooped by
Decision Intelligence
March 5, 2021 4:38 PM
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"What could happen when we start using artificial intelligence and machine learning to shape policy? ...The Pentagon must heed the lessons of RYAN and Able Archer amid its artificial-intelligence aspirations."
Is anybody seriously considering using AI and ML to shape policy without rigorous human oversight / QA / testing / humans deeply and profoundly in the loop? AI/ML do not understand the structure of action-to-outcome pathways, and even if they did, the future is never like the past. So I wonder why this is even on the table, and I suspect that it's been colored by AI hype. What do you think?
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Scooped by
Decision Intelligence
March 5, 2021 4:19 PM
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Even though the concept of decision intelligence is still relatively new on local shores, the potential to disrupt the AI market is significant. Companies must be cognisant of this framework and gain an understanding of how to leverage it for optimal data analysis.
This article is correct: understand DI is critical for moving technology forward.
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Scooped by
Decision Intelligence
March 4, 2021 3:46 PM
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To be able to spot business sense in data and find a true answer to the initially asked questions at the required time and adapted to the audience, result visualization is crucial. Humans only have a limited capacity to process information. This is why insight-driven organization’s intelligent tools that serve people by producing target-group specific dashboards ease the decision-making process. In the event of missing or simply not identifiable capabilities in your workforce, the most efficient solution is to get a professional data analyst aboard. In order to create C-level insights and derive first implications a special skill mix between science and art is required.
Deloitte is completely right to move from data-driven to insight-driven thinking and organizations. And they're directly on target, as few others are, in understanding the importance of visual thinking to this process. However, insights alone stop short of visualizing how actions lead to outcomes, which is how DI would layer on top of Deloitte's offering.
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Scooped by
Decision Intelligence
March 4, 2021 3:41 PM
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Create a forum for rapid debate to take place. Be clear that everyone has a voice but not a vote.
When following this approach, it is possible to involve a large number of stakeholders and experts without sacrificing speed. Especially when things are unfamiliar and the decisions you are considering are bold, you need many points of view to make sure the decision makers aren’t missing something.
More and more, I'm seeing leading consulting firms like McKinsey embrace the importance of more structured decision making, and the power that comes from improving connection to an evidence base.
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Scooped by
Decision Intelligence
February 24, 2021 3:14 PM
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It is expected that many organizations will have analysts practicing decision intelligence including decision modeling in the future.
We were right!
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Scooped by
Decision Intelligence
February 6, 2021 11:32 PM
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How can we leverage our understanding of human physiology, neuroscience, and technology to guide and improve the decision making process for organizations and teams?
Great article by Kasia Smith about how we can get better at decision making. Super important because decisions about invisible things: covid-19, climate, inequality, and more - will arguably determine the fate of the human race.
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Scooped by
Decision Intelligence
December 22, 2020 6:15 PM
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The industrialization of AI platforms enables the reusability, scalability and safety of AI, which accelerates its adoption and growth. This industrialization aims at getting new adopters of AI on par with early adopters.
According to a recent Gartner survey, the C-suite is steering AI projects, with nearly 30% of projects directed by CEOs. Having the C-suite in the driver’s seat accelerates AI adoption and investment in AI solutions.
For example, decision intelligence indicates that companies want to use AI to make better decisions faster, such as selecting best treatment options for patients or accelerating discovery and prevention of anomalies and vulnerabilities.
Decision Intelligence has now occupied the Gartner Hype Cycle for two years: it's here to stay.
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Scooped by
Decision Intelligence
June 12, 2020 11:51 AM
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In my situation, I believe that DI could have assisted me with the best action to take to achieve my ultimate goal, which is to drive engineering pride across SAP. …
While we may be facing the biggest threat of our lifetime, the good news is that Decision Intelligence (DI) can leverage AI as well as epidemiological, social, and other knowledge sources to help. Including beautiful visualizations, DI can be used by policymakers, media, business leaders and individuals, to make and communicate the impact of their decisions in a complex world.
It is time for the Covid-19 era to become the decision intelligence era. Over the past months we have seen thousands of coronavirus decisions play out around the world. Some have saved lives and prevented suffering. Others have cost lives and created misery. We are still early days in this pandemic. We can leverage DI and DI tools to improve our future decisions. Even modest improvements in the quality of decisions can prevent huge amounts of death and suffering.
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Decision Intelligence is real, friends, now validated with a DI book series from Elsevier.