DataKitchen

JUNE 18, 2025

Data Source-Focused Dashboards Bergh discussed how tracking data quality metrics by source can foster accountability among suppliers and help data teams identify and address problematic origins. He advocated for multi-dashboard strategies to address the diverse needs of various stakeholders.

Data Quality

Jen Stirrup

AUGUST 2, 2025

It's the starting point for any data-driven organization, enabling employees to: Read and understand data visualizations Recognize basic patterns and trends Identify obvious data quality issues Interpret standard reports and metrics However, in today's AI hungry sphere, these skills are no longer sufficient but necessary.

Data-driven

DataKitchen

JULY 8, 2025

Just as software teams would never dream of deploying code that has only been partially tested, data engineering teams must adopt comprehensive testing strategies to ensure the reliability, accuracy, and trustworthiness of their data products. The financial implications of these strategies are significant. without running real data.

Testing

AWS Big Data

NOVEMBER 13, 2024

The first section of this post discusses how we aligned the technical design of the data solution with the data strategy of Volkswagen Autoeuropa. The second use case enables the creation of reports containing shop floor key metrics for different management levels. Finally, we highlight the key business outcomes.

Metadata

AWS Big Data

NOVEMBER 22, 2024

As a backup strategy, snapshots can be created automatically in OpenSearch, or users can create a snapshot manually for restoring it on to a different domain or for data migration. To better highlight the performance, the following figures show metrics from the OpenSearch target cluster during this process (presented below).

Snapshot

AWS Big Data

JULY 22, 2025

In this post, we present a multi-layered workload management framework with a rules-based proxy and OpenSearch workload management that can effectively address these challenges. Solution overview GlobalLog implemented a comprehensive workload management strategy to handle the diverse demands of its tenants.

Management

AWS Big Data

MARCH 25, 2025

In the next sections, we describe how to set up a multi-Region resilient MSK cluster using MSK Replicator and also show the failover and failback strategy. Some important MSK Replicator metrics to monitor are ReplicationLatency , MessageLag , and ReplicatorThroughput. The MessageLag metric should come down close to 0.

Metrics

Anmut

JULY 14, 2025

AI is reshaping enterprise data strategy The AI revolution is forcing a complete rethink of enterprise data strategy. Do you understand its lineage, quality metrics, and potential biases? This reality demands a dual focus: developing your AI strategy while simultaneously strengthening your data strategy.

Recreation/Entertainment

CIO Business Intelligence

MARCH 19, 2025

However, embedding ESG into an enterprise data strategy doesnt have to start as a C-suite directive. Developers, data architects and data engineers can initiate change at the grassroots level from integrating sustainability metrics into data models to ensuring ESG data integrity and fostering collaboration with sustainability teams.

IT

AWS Big Data

JULY 25, 2025

These sensor devices frequently undergo firmware updates, software modifications, or configuration changes that introduce new monitoring capabilities or retire obsolete metrics. This becomes crucial when sensor manufacturers release updates that add new metrics or deprecate old ones, allowing for seamless data processing.

IoT

CIO Business Intelligence

JANUARY 21, 2025

Well also examine strategies CIOs can use to address these challenges, ensuring their organizations can recognize the rewards of GenAI without compromising financial stability. CIOs must develop a clear strategy for projecting and demonstrating ROI to ensure that innovation investments align with organizational goals.

Cost-Benefit

CIO Business Intelligence

MAY 22, 2025

As part of that mandate, the German software company presented enhancements to Joule , partnerships with other AI pioneers, and new features for its Business Data Cloud and Business Suite this week at the show. These apps are designed to optimize routine work through standard business metrics, AI models, and integrated planning functions.

Digital Transformation

KDnuggets

JULY 29, 2025

NotebookLM first provides detailed calculations and then presents the final answer. This file concisely summarizes essential insights, making it ideal for presentations or executive briefings. This is particularly useful for users who want to see the underlying analysis, not just the conclusion.

Machine Learning

CIO Business Intelligence

OCTOBER 29, 2024

There are multiple examples of organizations driving home a first-mover advantage by adopting and embracing technology modernization when the opportunity presents itself early.” Rasmussen says the modernization process should begin by forming a strategy team and directing it to build the business case for why change is needed. “As

IT

BizAcuity

JUNE 10, 2025

This widespread adoption underscores that AI integration is a present-day necessity for organizations seeking to make data-driven decisions at scale. AI automates these steps, freeing experts to focus on higher-value strategy. Operational Agility: Turning Reaction into Proactive Strategy In business, timing is a differentiator.

Business Intelligence

CIO Business Intelligence

OCTOBER 29, 2024

Beyond AI, EA plays a critical role in ensuring the incorporation of ESG sustainability principles into architecture designs, standards and metrics. E-waste was 57 Mts (megatons) or 1 million metric tons in 2021, heavier than the entire Great Wall of China. E-waste will double to 120 Mts by 2050. Material value is $62.5

Enterprise

CIO Business Intelligence

FEBRUARY 20, 2025

It ensures that all relevant data and information is consolidated, evaluated and presented in a clear and concise form. Solid reporting provides transparent, consistent and combined HR metrics essential for strategic planning, risk management and the management of HR measures. Subsequently, the reporting should be set up properly.

Big Data

DataFloq

JULY 21, 2025

As presented in the table below, LLMs are much larger and pricier than SLMs. The table below presents an SLM vs. LLM comparison Is one language model better than the other? Step 1: Align AI strategy with business value Before diving into implementation, align your AI strategy with clear business objectives.

Modeling

CIO Business Intelligence

DECEMBER 17, 2024

They pointed out that, while AI wasnt generally a keyword in job descriptions before 2022 , many skills required for AI have already been present in jobs such as IT, data science, and computer engineering. The task force suggested creating new standards, metrics, and definitions for energy use and efficiency metrics.

Enterprise

KDnuggets

JULY 2, 2025

Not tailoring your CV and cover letter to present yourself as highly suitable for a position carries a risk of being overlooked even before the interview. Ignoring Product Thinking Mistake: Focusing on model metrics instead of business value. Tie your answers to data and metrics (e.g., A fix: Read the job description carefully.

Machine Learning

CIO Business Intelligence

JULY 25, 2025

5 principles to help decision makers The path to excellence lies in the following maturity path: Trust → Federated innovation →  Concrete tasks → Implementation metrics → Build for change. When I presented this idea to senior stakeholders in the business, they killed it instantly.

Enterprise

CIO Business Intelligence

OCTOBER 30, 2024

Since USF made it an area of focus to enable the teams working on technology outside of IT, Fernandes included a set of metrics in the strategic plan to track how much IT helps client technologists. This has a number of benefits, but also presents challenges.

Management

AWS Big Data

DECEMBER 4, 2024

ANZ’s federated data strategy In response to the challenges, ANZ Group formulated a data strategy that focuses on empowering employees to securely use data to improve the sustainability and financial well-being of their customers. Nodes and domains serve business needs and are not technology mandated.

Metadata

CIO Business Intelligence

AUGUST 1, 2025

Before the advent of generative AI, we at Rest — one of Australia’s largest superannuation funds — had already embarked on a strategy to simplify the retirement investment experience for our members. Generative AI presented a great opportunity to achieve this.

Measurement

CIO Business Intelligence

MAY 13, 2025

This article presents ideas in four categories focusing on a reliability culture, the deploy trade-off, resilient teams, and sustaining progress. For us, this was: Making performance visible Visibility is important to us we put our primary metrics for p95, p99 latency error rates, and SLOs in team dashboards.

Metrics

CIO Business Intelligence

MARCH 26, 2025

I am a key member of the council responsible for formulating the companys business strategy and setting goals, followed by developing 1-year, 3-year, and 5-year plans. Nikhil Prabhakar has some tried and tested business strategies up his sleeve, like cross-functional teams and shared KPIs.

Business Objectives

CIO Business Intelligence

OCTOBER 15, 2024

Her goal in overhauling her resume was to take it from being a “function-based resume,” rooted in federal terminology to a “standard, industry-driven resume with key metrics and highlights,” she says. To truly step back and objectively view your career path, a fresh set of eyes can help.

IT

CIO Business Intelligence

NOVEMBER 12, 2024

Cultivating high-performance teams , recruiting leaders, retaining talent, and continuously improving digital KPIs are hallmarks of strong IT cultures — but their metrics lag the CIO’s culture-improving programs. Top CIOs develop communication strategies and schedule regular dialogs with their teams.

IT

AWS Big Data

JULY 3, 2025

Logs, metrics, and traces generate vast amounts of data, making it challenging to maintain performance, reliability, and cost-efficiency. If an action fails, it is retried with an exponential backoff strategy. Durations are also calculated and presented to the user over time. This post is co-written with Ido Ziv from Kaltura.

Dashboards

Jet Global

JANUARY 14, 2025

Measurable ROI Finance teams are set to transform their financial reporting strategies this year, driven by a challenging economic climate. Teams will be focused on key performance metrics like return on assets (ROA), revenue growth rate, and gross profit margin.

Finance

CIO Business Intelligence

MAY 26, 2025

While AI, and agentic AI in particular, presents transformative opportunities, it also exposes the limitations of legacy systems and architectural decisions made in the past. Establish metrics to track technical debt reduction progress and its impact on AI deployment capabilities. How am I tackling tech debt in the age of AI?

Testing

CIO Business Intelligence

JUNE 24, 2025

 Financial benefits are often easier to quantify and present to the board than operational ones, making finance-focused ERP systems more immediately justifiable.  Vendors frequently present finance use cases as quick wins.  Operational leaders across departments don’t want to be challenged in real time on potentially volatile metrics.

Digital Transformation

CIO Business Intelligence

MAY 19, 2025

We then explore design and orchestration strategies, discuss human oversight and governance, and outline practical examples to illustrate deployment and scaling. Agents can refine their strategies or models, using new data or sources to improve accuracy, efficiency or other user goals, including ones that may not have been originally stated.

Enterprise

AWS Big Data

FEBRUARY 26, 2025

It enables in-order reads during stream scale-up or scale-down, supports Flinks native watermarking, and improves observability through unified connector metrics. x , which supports enhanced performance and security features, and native retry strategy. Additionally, the connector uses the AWS SDK for Java 2.x

Analytics

CIO Business Intelligence

MAY 6, 2025

Governance challenges I commonly see: No consistent data definitions between departments No agreed-upon owner for key metrics like revenue or customer lifetime value Shadow IT spinning up their datasets and dashboards These gaps create delays, misalignment and risk. Its a symptom of needing one. Frameworks for measuring ROI The good news?

Prescriptive Analytics

CIO Business Intelligence

JUNE 30, 2025

Here’s what I do: whenever I write a document — whether it’s a strategy memo or product plan — I send it to my team and ask them for brutal feedback (something they’re exceptionally good at). Alternative Hypotheses • Present 2-3 alternatives in structured format • Evidence for/against each • Overlooked possibilities ## 3.

Uncertainty

Occam's Razor

FEBRUARY 6, 2018

Your boss is waiting for you to present results on quarterly marketing performance, and you have 75 dense slides. Your digital performance dashboard has 16 metrics along 9 dimensions, and you know that the font-size 6 text and sparkline sized charts make them incomprehensible. Focus only on KPIs, eliminate metrics.

Strategy