I was using a social media tool the other day and it recommended about 25 articles in a row about some electoral politics in a different country.
This was essentially the same story, 25 different times.
I didn't click on any of them because I post very few articles on politics.
So, my lack of engagement with a topic that they thought (for unknown reasons) that I would be interested in should have been considered a significant 'No' vote. I voted 'no' on the same thing, 25 times. This is the way it happened in my head.
Will they be smart enough to pick up on this? Are they aware of the things that I don't do?
We're all aware of the old adage - 'The squeaky wheel gets the grease.'
My squeak, as it were, was pretty significnat. But it was a no action squeak, which would not be measured unless someone was looking for it. And had analytics or code written to look for it.
Of course you'll always see the end result of this - when someone votes with their feet or dollars or clicks to go somewhere else. But will you know why? Or will you only feel their departure?
There are five links on the bottom of the page that will take you to 5 different tutorials, I'm currently on the third, but it is very educational.
In one sense, these aren't for the faint of heart. They are really doing real machine learning, and if you're like me, you won't understand some of it. That's OK.
You need to look past a few things you don't know and just plow ahead they really do give you a great idea of how machine learning actually works.
Unlike the Amazon courses, which don't really require any prerequisites, you probably need some experience with development tools to get through the TensorFlow tutorials. They require that you are comfortable clicking a Play button like you run across in development environments, and sometimes you are kicked back warning messages that you have to look at, stomach, and promptly ignore.
While I've tweaked a couple of print statements to get the notebooks to show me different stuff, I'm really not messing with the core of what the notebooks do. I can generally make sense of it, but I don't have the skill to change the core logic of what these are doing.
I actually very much appreciate the concept of the notebook - it forces documentation into your work in a much more direct kind of way than traditional programming where comments and documentation are often an afterthought. Every example I've come across has had lots of helpful information (they are tutorials) and the text that is presented alongside the code is indispensable.
If you want to know more about machine learning, and you aren't afraid to see how the sausage gets made, it is worth checking it out. Highly educational.
The most effective Product Owner I have ever worked with did not have that title. I mention this at the outset of the post merely to say that titles don't really matter that much. What matters is the role itself and organizational empowerment to do the job right.
You have a Product Owner because you want to go fast and develop great software. If you don't have one you are making the choice to go slow, which is always a bad idea. You may develop great software anyway, but it will take longer than it needs to.
The product owner is a critical role in modern software development. The Product Owner’s role is to supply the following to the development team:
Effective Product Owners work with stakeholders (usually customers, executives, business decision makers, and visionaries) to supply an effective workstream for their projects. Very often good Product Owners are neither the visionary nor an executive, but are someone with the ability to manage those people and the guts to make decisions about the product.
Ineffective product owners are too busy doing other things to be bothered with the day-to-day decision making of the team and leave questions unanswered for long periods of time, delaying the work.
Effective product owners manage and participate effectively in two work cycles:
The Development Sprint Cycle (usually 2–3 weeks) A good Product Owner makes time to attend important meetings and answer questions for the team doing the work.
The Product Development Backlog Cycle – A good product owner is constantly working with business stakeholders and customers (end-user customers) to understand what is working and what isn’t.
Ineffective Product Owners don’t spend the time necessary to get their product backlog prepared. This leaves their teams unable to plan or estimate work – delaying progress, de-motivating their teams, and creating blind spots in cost and timeline for their projects.
Effective product owners work hard to understand their competitors and customers, they know their place in the industry and where they are trying to go. Being an effective Product Owner is typically a full-time position, I seldom sees a product owner that can handle owning more than 1 product, and I have never seen one able to effectively handle more than 3.
I learned a lot about how to do the expectations for the role of product ownership, and lots of techniques and processes for how to do the job effectively. The class was very engaging with a good mix of instructor-led content and group activities.
One of the most significant aspects of being a Product Owner in scrum is making decisions and prioritizing work.
Here are some things that will make it difficult to do the job effectively:
You aren't given the authority by your organization to make decisions for the product.
You don't give yourself the authority to make those decisions.
You have a hard time making any decisions.
Number 1 on the list is something that you can do something about, and we spent time in the class discussing it.
If you are undercut by superiors or colleagues, you need to address that with the superiors and colleagues. Often times they may not be aware of it, in which case simply brining it up is enough to make a difference.
In other situations you may need to understand the why of the situation and seek to improve your understanding of the business or your boss vision. Then when you are on the same page you will have less conflict and less decisions that have to be revisited.
If the your boss, colleagues, or team leadership fundamentally doesn't trust you or anyone to make those decisions - seek alternative employment.
Similar things apply here. If you believe that you can be an effective product owner and make the necessary decisions based solely on data, abstract principles, and rational thinking, you will run into problems. You will never have enough data to make all the decisions you have to make NOW.
You can have the data in 3 months, but the world may have passed you by then.
An effective Product Owner is going to Know a Lot - they will know the domain, they will know the analytics, they will know the users (some of them personally). They will use all of these things to make decisions.
But they won't (and can't) know everything. Even if you could know everything today, you wouldn't know everything tomorrow.
And when you don't know everything, you will have to make decisions in the absence of data. In these situations, you need to know your instincts and trust your insight to guide you.
And trusting your gut means listening to and understanding emotions - and being able to defend that decision. Whether you call it trusting your gut or rapid cognition you will need some of it to be an effective product owner.
If you aren't used to working this way, then you can choose to focus on the activities that will make your insights and intuitions more informed - learn things, focus on data, know as much as you possibly can.
Then when you need to make a judgement call, you will have a solid foundation that you have built upon to get there.
But when the time comes, you will need to decide in the absence of data, and you may have to argue your point, so be ready to put some feeling into the discussion and push for what you think is the right answer.
When you find yourself in such a situation, the best and easiest way to handle this is to recognize that this is the situation are in: You don't have enough data, you will need to make a recommendation and push for what you think is right.
I find that simply acknowledging the situation as such - whether externally, internally, or both - is very helpful.
It is also helpful to remember in these situations that most bosses want someone who will make a strong recommendation and push for what they think is the right answer.
They will see you as providing decisive leadership and be able to back you up in your recommendation, without needing to get deeply involved in the data, details, or weeds. You are smart and well-informed, it's your decision to make as the product owner.
If you run into headwinds here then the same recommendation applies as above: seek to understand those headwinds, adjust if necessary, continue making recommendations based on the best data available.
You may be wrong.
We're all wrong sometimes.
Being wrong is an opportunity for further introspection and learning. Accept it as such, make further adjustments and move on.
I've written in the past about the emotional rollercoaster and how you should think about it for the purposes of productivity and team building.
I got this basic picture from Dr. Alan Watkins in his book Coherence. It is based on the emotional range that we experience during any change, based originally on the stages of grief. For the record, the negative emotions laid out by Dr. Watkins are:
Denial (at the top left)
Despair (at the bottom)
Yikes. Yes, those are the negative emotions we experience during change.
Another way that this impacts organizations is that leaders often become extremely adept at handling these emotions in themselves, and this presents two risks:
The first risk is that the leader can be in a very different place on this roller coaster than where there fellow employees are. Leaders often get advance notice and have more time to process. They also may have more experience dealing with change all across their organization.
Employees with less flux in their day-to-day duties may not be used to riding this roller coaster, and so the leader struggles not only to understand why someone isn't already on the right hand side, going up, they miss that the struggle is there at all.
The key tool to avoiding this pitfall is awareness. Are there big changes going on? Expect that everyone is somewhere on this continuum. Talk about it. Ask questions, don't accept "I'm fine" as an answer. People may be coping, people may be struggling, people may actually be fine.
But as a leader you need to know for sure and it may be that someone who is really on the right hand side has some insights that could benefit you or someone else. For this reason alone, don't accept "fine", even if they're fine.
The second challenge is that leaders can believe that they are so good at this that it doesn't apply to them. They may believe that they don't feel the negative emotions or that they know how to speed through the emotions on the left quickly. They probably can do this for small or medium sized changes.
Leaders often thrive on change - this is certainly the mold that our culture has laid out for us.
But what happens when the change is large, unexpected, or drastic? What happens if you aren't used to processing the negative, left-side emotions? What happens if you've become so accepting of the leadership norms of change that the negative emotions are unfamiliar territory.
Today's norms say you can't be afraid, desperate, or angry about change. You can't be anxious, frustrated, or in denial. You certainly can't feel despair. You need to understand and move to acceptance quickly. How else will we lead others effectively?
But things happen. Some times a change seems personal. Some times a change is personal. Sometimes a change originates in the personal sphere and comes crashing into the professional. Sometimes we end up on the left half of this roller coaster, going down, and we don't have the ability to simply fast forward through it.
When this happens we need to accept in ourselves that there is a probably a reason and look for it. It may be that a trusted friend can help, it may be something that you do on your own.
If you are stuck (just as employees, peers, and bosses often get stuck) this is not wrong. This is something that can help you go higher and achieve more when you understand it, work through it, and get yourself on the right hand side, going up.
What's most important is to not let your normal adaptability and capability force you into believing you're somewhere you're not. Leaders ignore their own emotions on the left-hand side at their own peril. You're likely to come off inauthentic and fail to help others on their own journeys if you automatically skip ahead to the right.
This lack of self-awareness can lead to lashing out or feeling disconnected. If you are angry or disconnected people will assume even more negative things about the change. At best this means they will think you are an inauthentic jerk. At worst this means that they'll think you're hiding something, which, in a way, you are.
They will make their own guesses about what you're hiding. Usually what they assume or gossip about will be worse than your own struggles with a big change.
Amazon has recently opened up some of its internal AI education resources for anyone who wants to use them. They're freely available on its learning platform, which you can use if you have an Amazon account.
I'm currently working through the Machine Learning for Business Challenges course, which has some great content. It's available here: