CIO Business Intelligence

MAY 22, 2024

“I have found very few companies who have found ROI with AI at all thus far,” he adds. The concern about calculating the ROI also rings true to Stuart King, CTO of cybersecurity consulting firm AnzenSage and developer of an AI-powered risk assessment tool for industrial facilities.

ROI 143

ROI IT Measurement Cost-Benefit 143

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. Technical sophistication: Sophistication measures a team’s ability to use advanced tools and techniques (e.g., Technical competence results in reduced risk and uncertainty.

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

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. See also: Gen AI in 2025: Playtime is over, time to get practical. million in 2025 to $7.45

Cost-Benefit 98

Cost-Benefit ROI Measurement Strategy 98

CIO Business Intelligence

APRIL 25, 2024

Additionally, traditional security measures often fall short of addressing the unique demands of AI technologies. To mitigate these risks, CIOs must implement AI-specific security protocols and conduct regular security audits, which take time, he added.

ROI 136

ROI Cost-Benefit Machine Learning Technology 136

CIO Business Intelligence

JANUARY 23, 2024

Regardless of where organizations are in their digital transformation, CIOs must provide their board of directors, executive committees, and employees definitions of successful outcomes and measurable key performance indicators (KPIs). He suggests, “Choose what you measure carefully to achieve the desired results.

Measurement 141

Measurement Digital Transformation KPI Metrics 141

O'Reilly on Data

MARCH 25, 2025

The coordination tax: LLM outputs are often evaluated by nontechnical stakeholders (legal, brand, support) not just for functionality, but for tone, appropriateness, and risk. How will you measure success? So now we have a user persona, several scenarios, and a way to measure success. We asked them: Who are you building it for?

Testing 168

Testing Data-driven Software Measurement 168

CIO Business Intelligence

DECEMBER 10, 2024

Proving the ROI of AI can be elusive , but rushing to achieve it can prove costly. Set clear, measurable metrics around what you want to improve with generative AI, including the pain points and the opportunities, says Shaown Nandi, director of technology at AWS.

Sales 143

Sales Metrics Data-driven Measurement 143

CIO Business Intelligence

AUGUST 1, 2024

Nowadays, management wants return on investment (ROI) calculations as part of any AI proposal. But how do you calculate ROI on something completely new and different—or on something as complex as AI, which brings with it lots of issues such as data privacy concerns, regulatory compliance complications, and all-new security risks?

ROI 105

ROI Metrics Measurement Risk 105

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. Align projects with business goals.

ROI 132

ROI IT Sales Consulting 132

Occam's Razor

SEPTEMBER 29, 2009

One of the ultimate excuses for not measuring impact of Marketing campaigns is: "Oh, that's just a branding campaign." It is criminal not to measure your direct response campaigns online. I also believe that a massively under appreciated opportunity exists to truly measure impact of branding campaigns online.

Measurement 130

Measurement Metrics Analytics Marketing 130

CIO Business Intelligence

NOVEMBER 5, 2024

Pursuing measurable results: Success with environmental sustainability requires making the organizational and cultural changes necessary to succeed and realize the potential financial and non-financial benefits. Scope 3 shock: Scope 3 emissions make up 60% to 95% of the total carbon impact for most organizations.

Uncertainty 98

Uncertainty Measurement ROI Reporting 98

CIO Business Intelligence

NOVEMBER 21, 2024

Gartner’s prediction that CIOs can underestimate AI costs by 1,000% should be a wake-up call to CIOs to figure out how to measure and prioritize the AI projects that can provide value , Miller says. In many cases, small wins that show quick value may be a better bet than huge, high-risk projects, Miller advises.

Management 124

Management Interactive ROI Software 124

CIO Business Intelligence

NOVEMBER 13, 2024

Managers tend to incentivize activity metrics and measure inputs versus outputs,” she adds. And we’re at risk of being burned out.” If there are tools that are vetted, safe, and don’t pose security risks, and I can play around with them at my discretion, and if it helps me do my job better — great,” Woolley says.

IT 141

IT Consulting ROI Cost-Benefit 141

datapine

SEPTEMBER 29, 2022

5) How Do You Measure Data Quality? In this article, we will detail everything which is at stake when we talk about DQM: why it is essential, how to measure data quality, the pillars of good quality management, and some data quality control techniques. Industry-wide, the positive ROI on quality data is well understood.

Data Quality 241

Data Quality Metrics Data-driven Management 241

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. The Imperative of Risk Mitigation A crucial element in the world of financial investments is effective hedge fund management.

ROI 97

ROI Data Analytics Analytics Risk Management 97

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. That means companies can use it on tough code problems, or large-scale project planning where risks have to be compared against each other.

ROI 141

ROI Software Modeling Interactive 141

CIO Business Intelligence

APRIL 18, 2022

Data is what economists would call a non-rival risk, non-depleting progenitor of assets,” Laney says. times more likely when they demonstrated ROI on their BI or data analytics investments. Product-based thinking means that there’s an owner in the business, managing it strategically with an ROI attitude.

ROI 116

ROI IT Dashboards Sales 116

O'Reilly on Data

MARCH 31, 2020

Because it’s so different from traditional software development, where the risks are more or less well-known and predictable, AI rewards people and companies that are willing to take intelligent risks, and that have (or can develop) an experimental culture. And you, as the product manager, are caught between them.

Management 363

Management Machine Learning Experimentation Metrics 363

Corinium

JUNE 6, 2019

Regulations and compliance requirements, especially around pricing, risk selection, etc., A properly set framework will ensure quality, timeliness, scalability, consistency, and industrialization in measuring and driving the return on investment. What do you recommend to organizations to harness this but also show a solid ROI?

Insurance 250

Insurance Analytics Forecasting Deep Learning 250

CIO Business Intelligence

AUGUST 4, 2023

In collaboration with our peers, we have a solid business sense that carefully weighs innovation and risk in order to gain valuable ROI while protecting the organization from all forms of risk associated with each project. If reversible, then there’s clearly less risk. What’s new and different today?

Risk 98

Risk Risk Management ROI Technology 98

CIO Business Intelligence

MARCH 19, 2025

Additionally, Deloittes ESG Trends Report highlights fragmented ESG data, inconsistent reporting frameworks and difficulties in measuring sustainability ROI as primary challenges preventing organizations from fully leveraging their data for ESG initiatives.

IT 59

IT Data Governance Data-driven Metrics 59

Smart Data Collective

SEPTEMBER 19, 2022

They can also anticipate industry trends, assess risks, and make strategic steps to elevate the customer experience. Improving Risk Assessment. Data analytics fintech provides crucial information financial institutions need to build a robust risk assessment strategy. Measure the ROI from delivering a great customer experience.

Big Data 145

Big Data ROI Measurement Machine Learning 145

datapine

FEBRUARY 14, 2021

The shorter the conversion cycle the better, and this invaluable supply chain metric will help you take the right measures to ensure that you can run your business with less money tied up in operations. The days sales outstanding (DSO) KPI measures how swiftly you are able to collect or generate revenue from your customers.

Metrics 260

Metrics KPI Dashboards Sales 260

CIO Business Intelligence

SEPTEMBER 6, 2023

The discussions address changing regulatory and compliance requirements, and reveal vulnerabilities and threats for risk mitigation.” Ongoing IT security strategy conversations should address the organization’s cyber risk and arrive at strategic objectives, Albrecht says. Are we achieving maximum ROI on our security investments?

IT 142

IT ROI Risk Strategy 142

IBM Big Data Hub

APRIL 25, 2023

Environmental, Social, and Governance (ESG) risk management has emerged as a critical aspect of business strategy for companies worldwide. However, 57% of CEOs admit that defining and measuring the Return on Investment (ROI) and economic benefits of their sustainability efforts remain a significant challenge.

Risk Management 78

Risk Management Risk Management Metrics 78

datapine

JANUARY 24, 2021

Or even better: “Which marketing campaign that I did this quarter got the best ROI, and how can I replicate its success?”. Once you have your data analytics questions, you need to have some standard KPIs that you can use to measure them. Giving the most ROI? As Data Dan reminded us, “did the best” is too vague to be useful.

IT 317

IT Statistics KPI Data-driven 317

datapine

JANUARY 6, 2022

Yet, before any serious data interpretation inquiry can begin, it should be understood that visual presentations of data findings are irrelevant unless a sound decision is made regarding scales of measurement. Interval: a measurement scale where data is grouped into categories with orderly and equal distances between the categories.

Visualization 246

Visualization Dashboards Cost-Benefit Measurement 246

datapine

FEBRUARY 22, 2022

This includes defining the main stakeholders, assessing the situation, defining the goals, and finding the KPIs that will measure your efforts to achieve these goals. But the rewards outperform by far its costs, and it is well known that business intelligence ROI is real even if it is sometimes hard to quantify.

Business Intelligence 218

Business Intelligence Strategy Cost-Benefit Dashboards 218

CIO Business Intelligence

DECEMBER 11, 2024

The expectations for AI are high, with 40% of the survey respondents expecting a return of three times or greater ROI, and it is this expectation that is driving investment, with 43% of organisations planning investment increases of over 20% over the next twelve months.

ROI 59

ROI Experimentation Insurance Strategy 59

CIO Business Intelligence

AUGUST 15, 2024

Many of those gen AI projects will fail because of poor data quality, inadequate risk controls, unclear business value , or escalating costs , Gartner predicts. CIOs need to be able to articulate the business value and expected ROI of each project. For example, a gen AI virtual assistant can cost $5 million to $6.5

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

CIO Business Intelligence

JUNE 9, 2023

Without it, businesses incur steep costs, but the downside, or costs, are often unclear because calculating data management’s return on investment (ROI), or upside, is a murky exercise. For many organizations, the real challenge is quantifying the ROI benefits of data management in terms of dollars and cents.

Strategy 116

Strategy Management Key Performance Indicator Cost-Benefit 116

CIO Business Intelligence

MAY 9, 2023

Like most CIOs you’ve no doubt leaned on ROI, TCO and KPIs to measure the business value of your IT investments. Those Three Big Acronyms are still important for fine-tuning your IT operations, but success today is increasingly measured in business outcomes. Maybe you’ve even surpassed expectations in each of these yardsticks.

ROI 126

ROI Cost-Benefit KPI Uncertainty 126

datapine

OCTOBER 11, 2023

A Warehouse KPI is a measurement that helps warehousing managers to track the performance of their inventory management, order fulfillment, picking and packing, transportation, and overall operations. It allows for informed decision-making and efficient risk mitigation. Let’s dive in with the definition. What Is A Warehouse KPI?

Metrics 217

Metrics KPI Management Cost-Benefit 217

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. CFOs have grown comfortable with the traditional project-based approach, through which they believe they get a better handle on spend certainty and a better sense of ROI.

Modeling 124

Modeling Cost-Benefit IT ROI 124

Smart Data Collective

JUNE 26, 2019

Or, dark data could open your company to regulatory risks if you cannot retrieve requested information during an audit. Instead of being overly concerned about the business investment required for that software, think of the risks to your company if you continue to ignore your unclassified data and the blind spots it causes.

Statistics 111

Statistics ROI Machine Learning Measurement 111

datapine

NOVEMBER 13, 2019

With so many areas to consider, deciding which KPIs to focus on while defining metric measurement periods can prove to be a challenge at the initial stages. e) Take accurate measurements. Procurement reports provide a wealth of opportunity to improve your ROI based on your various procurement actions and activities.

Reporting 158

Reporting KPI Cost-Benefit Metrics 158

Smart Data Collective

JULY 11, 2022

Many marketing automation tools like Hootsuite have sophisticated analytics tools to help marketers measures engagement with their social media content. You have to work harder to get a high ROI with social media advertising than with organic content, because you have to spend money on ads. Paid social media advertising.

Data Analytics 145

Data Analytics Analytics Advertising Big Data 145