Domino Data Lab

JUNE 23, 2019

Skomoroch proposes that managing ML projects are challenging for organizations because shipping ML projects requires an experimental culture that fundamentally changes how many companies approach building and shipping software. And then you’ll do a lot of work to get it out and then there’ll be no ROI at the end.

Management 110

Management Machine Learning Experimentation Metrics 110

Smarten

NOVEMBER 3, 2017

Business users can quickly and easily prepare and analyze data and visualize and explore data, notate and highlight data and share data with others to identify the important ‘nuggets’, buried in traditional data, and to connect the dots, find exceptions, identify patterns and trends and better predict results.

Analytics 40

Analytics Visualization Experimentation Cost-Benefit 40

CIO Business Intelligence

APRIL 9, 2025

Revisiting the foundation: Data trust and governance in enterprise analytics Despite broad adoption of analytics tools, the impact of these platforms remains tied to data quality and governance. Organizations are now moving past early GenAI experimentation toward operationalizing AI at scale for business impact.

Enterprise 102

Enterprise Analytics Experimentation Statistics 102

Occam's Razor

AUGUST 22, 2011

Slay The Analytics Data Quality Dragon & Win Your HiPPO's Love! Web Data Quality: A 6 Step Process To Evolve Your Mental Model. Seven Steps to Creating a Data Driven Decision Making Culture. Customer Lifetime Value ROI, Buzz Monitoring, Click Fraud. Data Quality Sucks, Let's Just Get Over It.

KPI 125

KPI Metrics Measurement ROI 125

Domino Data Lab

FEBRUARY 4, 2019

We’ll unpack curiosity as a core attribute of effective data science, look at how that informs process for data science (in contrast to Agile, etc.), and dig into details about where science meets rhetoric in data science. That body of work has much to offer the practice of leading data science teams.

Data Science 66

Data Science Experimentation Machine Learning Data-driven 66

CIO Business Intelligence

FEBRUARY 5, 2025

Half of CFOs say they plan to cut AI funding if it doesnt show measurable ROI within a year, according to a global survey from accounts payable automation firm Basware, which included 400 CFOs and finance leaders. CIOs are under pressure to validate AI investments and assure CFOs of a clear path of implementation that will ensure ROI.

Cost-Benefit 117

Cost-Benefit ROI Metrics Measurement 117

CIO Business Intelligence

APRIL 22, 2025

Developing a clear AI strategy is no longer optional, leaders must align AI initiatives with business goals, ensure data quality and governance and focus on ethical, explainable and sustainable AI practices. IT leaders must foster an environment of experimentation and agility, where continuous innovation is the norm, not the exception.

Technology 106

Technology Uncertainty Experimentation Risk Management 106

Ontotext

DECEMBER 6, 2024

Building a RAG prototype is relatively easy, but making it production-ready is hard with organizations routinely getting stuck in experimentation mode. In the process of chasing “RAG everything or plugging LLM integration everywhere into everything, organizations often lose sight of the high compute and low ROI of traditional RAG.

Modeling 59

Modeling Cost-Benefit Experimentation Optimization 59

CIO Business Intelligence

MAY 6, 2025

There are several consistent patterns Ive observed across transformation programs, and they often fall into one of four categories: data quality, data silos, governance gaps and cloud cost sprawl. Whats worse, poor quality undermines trust, and once thats gone, its hard to win back stakeholders.

Prescriptive Analytics 78

Prescriptive Analytics Predictive Analytics Descriptive Analytics ROI 78