Social, Agile and Transformation

10 Questions before starting a Machine Learning POC

Social, Agile and Transformation

37% of organizations have implemented artificial intelligence in some form according to Gartner. Since AI is a a broad category of algorithms covering cognitive, natural language, pattern recognition and other areas, I suspect the number of organizations experimenting with machine learning or deep learning is a lot smaller. Yet there are daily stories of different organizations benefiting. agile data AI big data data management data scientist innovation leadership

Beyond microservices; Software architecture driven by machine learning

Social, Agile and Transformation

It's not a question of if, it's a question of when and how AI and machine learning will change our programming and software development paradigms. Today's coding models are based on data storage, business logic, services, UX, and presentation. A full stack developer elects to build a three-tiered web architecture using an MVC framework. An IoT application calls for an event-driven. AI big data data management innovation IOT software development

Machine Learning at Scale: Highlights from The Artificial Intelligence Conference

Social, Agile and Transformation

Last week I attended The Artificial Intelligence Conference in NY sponsored by O'Reilly and Intel. It's my yearly ritual to report on the latest academic research, industry trends, successes, and challenges as more organizations invest people, time, and money in machine learning. From last year's conference I reported here on this blog on my keynote takeaways, and on collaborative AI . about me agile data AI big data data management data scientist innovation

How Business Transformation is Fundamentally Different from Innovation

Social, Agile and Transformation

An interesting debate transpired during the last #CIOChat on Thursday at 2pm around Myles Suer's question, "How is #innovation fundamentally different from business transformation?" I had significant feedback to my tweets and decided to dedicate this week's blog post to detail my perspective. I provided a two-tweet answer require(["mojo/signup-forms/Loader"], function(L) { L.start({"baseUrl". about me digital transformation innovation

Team Leadership in the Age of Agile

Speaker: Roy Osherove, Technology and Leadership Consultant

Why is implementing new frameworks, from SCRUM to self-organized teams, so much harder than understanding them? Roy Osherove has the solution. Tune in and learn to recognize what state your team is in, to support them accordingly, and to help them adopt the best practices given where they are today.

5 Ways to Kickoff Data Governance in Self-Service BI Programs

Social, Agile and Transformation

Sponsoring self-service BI where business users are empowered to develop their own dashboards and instrumenting data governance are not conflicting objectives. In fact, they are complementary and both are necessary to enable data driven organizations. Don't believe me? Go count the number of Excel spreadsheets or GSheets are on your network. Try to count how many duplicate data sources are. agile data big data citizen development data management data scientist it management organizational chang

"We are more successful onboarding new technology versus maturing it" - And five things CIO must do to drive digital platforms

Social, Agile and Transformation

I was speaking with a few CIOs at the SINC USA West conference in Scottsdale late last year on the state of managing digital technology in their organizations. One CIO told me, "We are more successful onboarding new technology versus maturing it." Here's the logic behind his thinking and why this is a real issue for organizations investing in digital platforms When a new technology is. cio cmo digital transformation innovation organizational change

Understanding AI - 3 Must Read AI Books for CIO and IT Leaders

Social, Agile and Transformation

s Last year I keynoted several talks on AI in the Enterprise: Finding Quick Wins and Avoiding Speed Bumps???. This talk is on the practical side of getting started with machine learning. Among my recommendation, I suggest IT leaders invest in data quality and other data governance efforts, perform POCs with some of the more mature AI areas, and find partners that can educate and validate. about me AI cio future of work innovation organizational change

Celebrating 400 Practical Articles on Driving Digital Transformation

Social, Agile and Transformation

Today I celebrate my 400th post on Social, Agile, and Transformation. It’s been an incredible journey starting from my days of being a hands-on CTO at a social media travel startup, through three careers of being a transformational CIO in data businesses, and now as President of StarCIO, author of the Amazon best seller Driving Digital, speaker, and contributing editor at CIO and InfoWorld.

Travel 137

5 Driving Digital Predictions for 2019

Social, Agile and Transformation

With Thanksgiving behind us and the new year approaching, it's time to take stock on where we collectively are in our various transformational journeys. You'll see that I have a mixed message in my predictions. While some technologies and transformation programs will see increases in 2019, there will be strong culture and financial headwinds that will challenge CIO, CDO, CEO, Boards and. about me AI big data cio citizen development data management DevOps digital transformation enterprise 2.0

Best Practices for Micro-Services Management, Traceability and Visualization

Speaker: Robert Starmer, Cloud Advisor, Founding Partner at Kumulus Technologies

Moving to micro-services, or even working with distributed applications in a traditional environment, brings with it a host of interactions that are often difficult to understand. This session will provide an overview of service mesh, a review of the Istio service mesh itself, and dive into best practices and integration models for integrating the traceability model into a distributed application.

Scaling agile? Five important considerations to get it right

Social, Agile and Transformation

Agile is not a cookie cutter framework or set of practices. I’ve been a part of large number of agile organizations some as CTO, some as CIO, and now as President of StarCIO. Although I’ve reapplied similar agile practices across multiple organizations and teams, none were implemented the exact same way. Agile can’t be baked into a one size fits most framework. It’s one reason StarCIO. about me agile planning agile software development cio it management leadership organizational change

Agile 115

3 Reasons Why People Aren't Using Your Data Visualizations

Social, Agile and Transformation

Are you getting the expected usage out of your BI dashboards? Are the users of your dashboards just accessing them to download the raw data only to review it as a messy, siloed, spreadsheet? If you taught people how to use one of your dashboards, would they have a basic understanding of how to use other ones developed off the same data sets? require(["mojo/signup-forms/Loader"], function(. agile data big data customer experience data scientist site performance

How To 123

How to Capture and Manage Technical Debt in Agile Development

Social, Agile and Transformation

If you're concerned about the technical debt accumulated by your organization, then consider developing ways to capture and measure it. In my last post, I suggest teams should target nimble architectures and leverage agile principles that enable iterating on the design. Don't plan to get it perfect, plan to get it wrong, iterate on what you learn, and recognize when the business is. agile planning agile software development it management product management software development

Agile 126

Improving Customer Experience by Automating Incident Response

Social, Agile and Transformation

The tools and practices of IT Operations have to get better and easier. Every IT Ops engineer has the job of responding to alerts when a website is down or unresponsive. To restore service, the engineer follows a certain procedure to restart the web server and validate that the website is operational. Maybe it happens again a few days later and another engineer repeats the procedure to restore. AI cio cloud computing crisis management customer experience DevOps it management

Want to change the culture? Start with your front line support teams!

Social, Agile and Transformation

Imagine your customer is having a small crisis. In my case, I was on a flight that went through repeated delays; first when the aircraft needed maintenance at the gate, then when the pilot aborted the takeoff, and then a third time when the airline finally had us switch planes. All told, my flight was four hours delayed. It wasn't a crisis for me, but it was for some passengers that were more.

Killing Spreadsheets and Empowering Data Driven Organizations

Social, Agile and Transformation

One of the more polarizing discussions I've had with IT leaders on Twitter chats #IdgTechTalk (Thursdays 12pm ET), #CIOChat (Thursdays at 2pm ET) or at conferences is around the use or misuse of spreadsheets. From the comments, you can guess people are either "for" or "against" using spreadsheets, but what we are really saying is, "Use them wisely" and find ways to replace them with more.

Agile Mindsets: Don't try to get a perfect architecture; Plan to get it wrong

Social, Agile and Transformation

I still find teams that have adopted scrum and other agile practices, but still strive for perfection when trying to conceive architectures and implementation plans. Some will also try to think through every edge case to ensure that designs are fully future-proofed. This is an unrealistic proposition for most teams and people. There's too many unknowns, too much complexity, and businesses do.

Agile 126

The Role of the CIO in Digital Transformation - Live blogging #CIOChat

Social, Agile and Transformation

My notes from Stephanie Woerner of MIT CISR at today's #CIOChatLive forum at Boston College talking about what is digital transformation, paths to get there, and the role of the CIO. It was a great talk with many examples and worth reviewing the actual research. require(["mojo/signup-forms/Loader"], function(L) { L.start({"baseUrl":"mc.us14.list-manage.com","uuid":"786c41758ef1858a45a739f3e". cio digital transformation enterprise 2.0 executive presentations innovation

What is Data Governance? Data practices that address risk and drive opportunities

Social, Agile and Transformation

I don't like the term 'data governance'. People - and especially leaders don't know what it means and often put up mental walls whenever they hear the word 'governance'. Governance is bureaucratic. It slows organizations down and creates tension. Why would anyone want to back a governance initiative especially one tied to data? But anyone leading data efforts knows data governance is a long. big data cio data management data scientist security

Strata Data Keynotes Day 2 on Dimming the Noise, Faster Data, and Becoming Boring

Social, Agile and Transformation

Here's my synopsis on a great start to day 2 of Strata Data day two. It began with a series of thought provoking topics; eliminating noise; driving faster data; successful data science by becoming boring; and Eliminating Noise and AI for Compliance Amber Case of the MIT Media Lab talked about the noise, and the abundance of alerts that surround all of us. In our jobs. On planes. agile data AI big data cio data management data scientist digital transformation

Media 147

Part 2 of the Twelve Things I Learned from One Year After Publishing Driving Digital

Social, Agile and Transformation

About two months ago I shared my twelve things I learned from one year after publishing Driving Digital. But I only shared six of them and shared the remaining six with readers of the StarCIO Driving Digital Newsletter. The first six included several important findings including: (1) more companies are developing proprietary software, (5) attend the right conferences to grow and learn and (6.

How BigPanda’s “Open Box Machine Learning” enables Autonomous Digital Operations

Social, Agile and Transformation

Are you tired of all the bridge calls, all-hands-on-deck meetings, and operational “war rooms” to manage and resolve the latest outage that’s impacting customers and business users? Are you frustrated by the endless list of tickets that were generated from different monitoring tools like Nagios, CloudFront, Splunk, Datadog, and others around the same incident? As applications are now. AI big data cio cloud computing crisis management DevOps digital transformation it management

Three Factors to Better Understand Digital Transformation

Social, Agile and Transformation

Digital transformation is not just about applying cloud, mobile, and social technologies or experimenting with emerging technologies like AI, blockchain, or IoT.

10 Steps to Develop Applications with Embedded Analytics

Social, Agile and Transformation

Designing and developing data-driven applications has to go through a modified agile planning, discovery, and user experience design compared to traditional applications. Because the data is an input to the design and development process! In other words, designers of the user experience cannot do their work in a bubble. They have to review the underlying data, work with customers to.

10 ways Digital Organizations are Smarter Faster than their Peers

Social, Agile and Transformation

A quote from my book, Driving Digital: The Leader's Guide to Business Transformation Through Technology Here's how digital organizations are smarter and faster - They change their culture by developing "bottoms up" practices like agile, ideation, relationship developing CRM, and citizen's development. They target their programs to early adopters, know how to scale their practices to.

Driving Digital: The CIO's Playbook

Social, Agile and Transformation

Thanks to Landmark Ventures and Anthony Juliano for a great CIO Summit last week and for giving me a speaking spot for Driving Digital: The CIO's Playbook.

Don't write another line of code without reading this

Social, Agile and Transformation

Every once and awhile I get to review other people's code. One year it was 1.4 million lines of PERL code running a SaaS website developed in the late 1990s. There was another time that I ended the relationship with a BI vendor because the platform required several hundred lines of code to produce a very basic bar chart. I once reviewed a homegrown ERP developed with tens of thousands (and.

Driving Digital is now an Amazon Best Seller

Social, Agile and Transformation

Two years ago I was just coming out of my last CIO role and started my new role as a consultant. One year ago my book Driving Digital: The Leader's Guide to Business Transformation Through Technology published and I officially launched my business StarCIO. And today, I'm excited to announce that Driving Digital is an Amazon Best Seller in three categories; Information Management, MIS, and PMP.

Your Features are too BIG! Defining Epics, Features, and Stories in Agile Development

Social, Agile and Transformation

How you define a feature impacts your agile mindset and may impact the culture and collaboration you are trying to achieve. Following up from my recent article on InfoWorld on 5 tips on configuring Jira for multiple teams, I thought to describe some of the antipatterns in defining features and some best practices. Let's first look at the antipatterns. What a Feature Isn't require(["mojo/. agile planning agile software development organizational change product management standards

Agile 125

Five Ways to Justify your DevOps Investment

Social, Agile and Transformation

Nothing in life and business is free. In the case of DevOps, you'll have to invest in new practices, technologies and culture change in order to get the benefits. For some of you working in traditional organizations, this may require you to justify the investment - maybe not in financial terms - but in clear delivery, operational excellence, and other KPIs that are meaningful to the business.

Devops 123

5 Steps to Prepare Your Organization for Artificial Intelligence

Social, Agile and Transformation

Last week I delivered a keynote talk at Synechron's InSync Charlotte event around developing the data driven organization. The talk showed the audience the alignment between digital transformation and data driven practices and how evolving data practices should address small data (through citizen data science programs) and big data governance that can enable organizations to be organizationally. agile data AI big data cio digital transformation organizational change

5 Ways to Improve Developer Productivity and Quality on Agile Development Teams

Social, Agile and Transformation

Many leaders that are new to scaling agile ask me about measuring individual developer and tester productivity since most agile metrics such as velocity are aggregate measures around a team's performance. These leaders support team dynamics and some promote agile's self-organizing principles. But they also have significant demands from business stakeholders on the speed and quality of their.

Critical questions to help define winning AI experiments

Social, Agile and Transformation

Remember the days when big data was the super buzzword and IT invested a ton of money and effort building up Hadoop clusters? Many of them learned the hard way that if you build it, the business may not come. In addition, when you have the infrastructure, you might not have the talent, cleansed data, or practices to demonstrate results. require(["mojo/signup-forms/Loader"], function(L) {. agile data AI big data data management innovation organizational change

Agile 100

6 Easy Ways to Lead Product Owners and Drive Meaningful MVPs

Social, Agile and Transformation

It isn't easy to put governance and guardrails on product managers and product owners. You trust them to engage customers and prospects across segments, capture needs from users of competitive products, and understand strategic requirements of internal stakeholders. You task them to develop product visions that deliver value and convenience to end users. You ask them to engage designers to.