CIO Business Intelligence

APRIL 25, 2024

Protecting sensitive data and ensuring the integrity of AI models against cyber threats, such as adversarial attacks, are key concerns for CIOs,” he said. The ROI dilemma IT leaders also face the ongoing challenge of demonstrating and calculating the return on investment (ROI) of technology initiatives.

ROI 136

ROI Cost-Benefit Machine Learning Technology 136

CIO Business Intelligence

DECEMBER 30, 2024

Generative AI has seen faster and more widespread adoption than any other technology today, with many companies already seeing ROI and scaling up use cases into wide adoption. Our custom models are already starting to power experiences that aid freelancers in creating better proposals, or businesses in evaluating candidates, he says.

ROI 141

ROI Software Modeling Interactive 141

CIO Business Intelligence

OCTOBER 13, 2022

One of the most important parameters for measuring the success of any technology implementation is the return on investment (ROI). Providing a compelling ROI on technology initiatives also puts CIOs in a stronger position for securing support and funds from the business for future projects. Deploy scalable technology.

ROI 132

ROI IT Sales Consulting 132

O'Reilly on Data

SEPTEMBER 15, 2020

Customer stakeholders are the people and companies that advertise on the platform, and are most concerned with ROI on their ad spend. In my book, I introduce the Technical Maturity Model: I define technical maturity as a combination of three factors at a given point of time. characters, words, or sentences).

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

CIO Business Intelligence

OCTOBER 2, 2023

To determine ROI post-ULA requires a clear understanding of what programs and license quantities you certified to Oracle to compare against Oracle’s list price to determine an actual discount rate. Planning will help you avoid surprises and to drive predictable outcomes.

ROI 104

ROI Optimization Enterprise Modeling 104

CIO Business Intelligence

NOVEMBER 27, 2024

Data quality for AI needs to cover bias detection, infringement prevention, skew detection in data for model features, and noise detection. Not all columns are equal, so you need to prioritize cleaning data features that matter to your model, and your business outcomes. asks Friedman.

Enterprise 141

Enterprise Data Quality Structured Data Modeling 141

CIO Business Intelligence

DECEMBER 19, 2024

So far, no agreement exists on how pricing models will ultimately shake out, but CIOs need to be aware that certain pricing models will be better suited to their specific use cases. Lots of pricing models to consider The per-conversation model is just one of several pricing ideas.

Cost-Benefit 128

Cost-Benefit Modeling ROI Marketing 128

CIO Business Intelligence

SEPTEMBER 5, 2024

Yet it’s rare for any business leader not to say they wish they had a better ROI from their cloud spend. As new technologies and delivery models evolve, it’s more important than ever for companies to rely on the expertise of the CIO. Learn how we can help you energize your cloud ROI efforts with leading practices at KPMG Cloud.

ROI 126

ROI IT Risk Strategy 126

CIO Business Intelligence

DECEMBER 17, 2024

Its the year organizations will move their AI initiatives into production and aim to achieve a return on investment (ROI). Like any new technology, organizations typically need to upskill existing talent or work with trusted technology partners to continuously tune and integrate their AI foundation models. Track ROI and performance.

Experimentation 98

Experimentation ROI Risk Data Quality 98

CIO Business Intelligence

NOVEMBER 18, 2024

To fully leverage AI and analytics for achieving key business objectives and maximizing return on investment (ROI), modern data management is essential. Some of the key applications of modern data management are to assess quality, identify gaps, and organize data for AI model building.

Data-driven 111

Data-driven Machine Learning ROI Uncertainty 111

CIO Business Intelligence

NOVEMBER 22, 2024

Guan, along with AI leaders from S&P Global and Corning, discussed the gargantuan challenges involved in moving gen AI models from proof of concept to production, as well as the foundation needed to make gen AI models truly valuable for the business. I think driving down the data, we can come up with some kind of solution.”

Unstructured Data 136

Unstructured Data Testing Modeling Enterprise 136

CIO Business Intelligence

JANUARY 21, 2025

But alongside its promise of significant rewards also comes significant costs and often unclear ROI. Ineffective cost management: Over 22% of IT executives highlight challenges in managing costs and developing clear ROI methodologies. million in 2026, covering infrastructure, models, applications, and services.

Cost-Benefit 98

Cost-Benefit ROI Measurement Strategy 98

Corinium

MARCH 31, 2020

Applying AI models at scale is one of the most cost-effective ways to drive ROI with the technology. Aligning projects with business goals and expanding them in a structured way is vital when delivering AI-at-scale.

ROI 221

ROI Modeling Technology Machine Learning 221

CIO Business Intelligence

OCTOBER 23, 2024

To address this, Gartner has recommended treating AI-driven productivity like a portfolio — balancing operational improvements with high-reward, game-changing initiatives that reshape business models. You must understand the cost components and pricing model options, and you need to know how to reduce these costs and negotiate with vendors.

Enterprise 141

Enterprise Cost-Benefit Broadcasting Risk 141

CIO Business Intelligence

JANUARY 7, 2025

ROI quickly becomes DOA. Looking forward While it seems inevitable that the adoption of AI-enabled technologies will continue to expand and accelerate in 2024, the reality is that successful organizations will need to focus more time and effort on first understanding where AI might actually provide maximum ROI for their organization.

ROI 52

ROI Business Objectives Technology Optimization 52

CIO Business Intelligence

NOVEMBER 25, 2024

AI has the potential to transform industries, but without reliable, relevant, and high-quality data, even the most advanced models will fall short. Data quality is about ensuring that what you feed into the model is accurate, consistent, and relevant to the problem you’re trying to solve.

Data Quality 99

Data Quality ROI Interactive Modeling 99

CIO Business Intelligence

DECEMBER 11, 2024

To solve the problem, the company turned to gen AI and decided to use both commercial and open source models. With security, many commercial providers use their customers data to train their models, says Ringdahl. Thats one of the catches of proprietary commercial models, he says. Its possible to opt-out, but there are caveats.

Cost-Benefit 115

Cost-Benefit Modeling Marketing Sales 115

O'Reilly on Data

MARCH 31, 2020

Instead of writing code with hard-coded algorithms and rules that always behave in a predictable manner, ML engineers collect a large number of examples of input and output pairs and use them as training data for their models. The model is produced by code, but it isn’t code; it’s an artifact of the code and the training data.

Management 363

Management Machine Learning Experimentation Metrics 363

CIO Business Intelligence

AUGUST 20, 2024

Enterprises did not rethink their companies or models to thrive in what was quickly becoming a digital-first world. On the other side, my work explored how work, processes, and supporting systems could evolve or be reimagined to transform business and operational models. Automation simply scales business as usual.

Digital Transformation 144

Digital Transformation Modeling ROI Strategy 144

CIO Business Intelligence

NOVEMBER 13, 2024

One is going through the big areas where we have operational services and look at every process to be optimized using artificial intelligence and large language models. But a substantial 23% of respondents say the AI has underperformed expectations as models can prove to be unreliable and projects fail to scale.

IT 141

IT Consulting ROI Cost-Benefit 141

CIO Business Intelligence

APRIL 18, 2022

times more likely when they demonstrated ROI on their BI or data analytics investments. It could be a dataset, an ML model, or a report. Product-based thinking means that there’s an owner in the business, managing it strategically with an ROI attitude. A framework for data project ROI.

ROI 116

ROI IT Dashboards Sales 116

O'Reilly on Data

MARCH 25, 2025

Throughout this article, well explore real-world examples of LLM application development and then consolidate what weve learned into a set of first principlescovering areas like nondeterminism, evaluation approaches, and iteration cyclesthat can guide your work regardless of which models or frameworks you choose. Which multiagent frameworks?

Testing 174

Testing Data-driven Software Measurement 174

Corinium

SEPTEMBER 15, 2020

Establishing ROI for customer experience (CX) program is one of the greatest challenges that CX practitioners face in the 2020 experience landscape. An ROI model that allows you to make quick wins and meet long term goals. Download this paper to learn: How to realise the full potential and prove the value of your CX program.

ROI 195

ROI Enterprise Management Modeling 195

CIO Business Intelligence

JANUARY 30, 2025

Chinese AI startup DeepSeek made a big splash last week when it unveiled an open-source version of its reasoning model, DeepSeek-R1, claiming performance superior to OpenAIs o1 generative pre-trained transformer (GPT). Most language models use a combination of pre-training, supervised fine-tuning, and then some RL to polish things up.

Modeling 117

Modeling Data-driven Technology Strategy 117

CIO Business Intelligence

OCTOBER 18, 2023

That study focused on CIO and CTO satisfaction with their existing IT support and services models for enterprise software. Respondents voiced broad dissatisfaction with their support services and models, including issues with support capabilities, lack of accountability, and lack of personalized expertise.

Modeling 128

Modeling IT ROI Software 128

CIO Business Intelligence

NOVEMBER 19, 2024

From obscurity to ubiquity, the rise of large language models (LLMs) is a testament to rapid technological advancement. Just a few short years ago, models like GPT-1 (2018) and GPT-2 (2019) barely registered a blip on anyone’s tech radar. We paused the activities and got to work modeling the costs.

Testing 135

Testing Cost-Benefit Interactive ROI 135

Smart Data Collective

JULY 16, 2023

According to a report by Dataversity , a growing number of hedge funds are utilizing data analytics to optimize their rick profiles and increase their ROI. Among these tools, quantitative models have emerged as one of the most effective solutions. The market for financial analytics was worth $8.2

ROI 97

ROI Data Analytics Analytics Risk Management 97

CIO Business Intelligence

MARCH 25, 2024

And they want to know exactly how much return on investment (ROI) can be expected when IT leaders make technology-related changes. Modern digital organisations tend to use an agile approach to delivery, with cross-functional teams, product-based operating models , and persistent funding. CFOs want certainty when it comes to spend.

Modeling 124

Modeling Cost-Benefit IT ROI 124

CIO Business Intelligence

JANUARY 7, 2025

Transformational CIOs continuously invest in their operating model by developing product management, design thinking, agile, DevOps, change management, and data-driven practices. Focusing on classifying data and improving data quality is the offense strategy, as it can lead to improving AI model accuracy and delivering business results.

Digital Transformation 143

Digital Transformation Experimentation Cost-Benefit Strategy 143

BA Learnings

MARCH 26, 2020

When identifying benefits particularly for the purpose of calculating Return on Investment (ROI), keep in mind that calculating ROI for a single project can be tricky as some process metrics or financial gains tend to be influenced by process changes, software implementation and other projects happening in parallel.

Key Performance Indicator 207

Key Performance Indicator Cost-Benefit ROI Measurement 207

CIO Business Intelligence

DECEMBER 18, 2024

Our history is rooted in a traditional distribution model of marketing, selling, and shipping vendor products to our resellers. What were the technical considerations moving from a distribution model to a platform? This is crucial in a value-driven development model. How and why is Ingram Micro becoming a platform business?

Digital Transformation 116

Digital Transformation Metrics Measurement ROI 116

CIO Business Intelligence

NOVEMBER 21, 2024

It’s very easy to get quick success with a prototype, but there is hidden cost involved in making your data AI ready, training your AI models with corporate data, tuning it post deployment, putting the controls to limit abuse, biases, and hallucinations.”

Management 124

Management Interactive ROI Software 124

Rocket-Powered Data Science

FEBRUARY 12, 2021

One can automate a very complicated and time-consuming process, even for a one-time bespoke application – the ROI must be worth it, to justify doing this only once. The average ROI from RPA/IA deployments is 250%. Robotic Process Automation is for “more than once” automation.

ROI 234

ROI Digital Transformation Reporting Machine Learning 234

Rocket-Powered Data Science

MARCH 10, 2020

And this: perhaps the most powerful node in a graph model for real-world use cases might be “context”. How does one express “context” in a data model? After all, the standard relational model of databases instantiated these types of relationships in its very foundation decades ago: the ERD (Entity-Relationship Diagram).

Metadata 250

Metadata Machine Learning Prescriptive Analytics ROI 250