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		<title>Ask more questions; get better answers</title>
		<link>https://informediteration.com/ask-more-questions/</link>
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		<dc:creator><![CDATA[JF Amprimoz]]></dc:creator>
		<pubDate>Tue, 01 Sep 2026 17:56:36 +0000</pubDate>
				<category><![CDATA[Analytics]]></category>
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		<category><![CDATA[change management]]></category>
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					<description><![CDATA[<p>Recently I took a very interesting change management course. I found that sometimes there are adoption issues not because of alignment, technical, or user training obstacles, but because stakeholders don’t get looped in to what the improvements enable. The project sponsor does, but in many organizations, the people who ask for reports exist outside that [&#8230;]</p>
<p>The post <a href="https://informediteration.com/ask-more-questions/">Ask more questions; get better answers</a> appeared first on <a href="https://informediteration.com">Informed Iteration</a>.</p>
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<p class="wp-block-paragraph">Recently I took a very interesting change management course. I found that sometimes there are adoption issues not because of <a href="https://informediteration.com/making-analytics-useful-align-to-business-goals/" data-type="post" data-id="1079">alignment</a>, technical, or user training obstacles, but because <a href="https://informediteration.com/improve-analytics-stakeholder-adoption-change-management/" data-type="post" data-id="1140">stakeholders don’t get looped in</a> to what the improvements enable. The project sponsor does, but in many organizations, the people who ask for reports exist outside that sponsor’s team &#8211; they are largely internal clients. People have a tendency to ask for the same report they’ve gotten used to. Many don’t take advantage of new functionality unless a sound case is made for it.</p>



<p class="wp-block-paragraph">Most of my ideas revolved around some kind of communication/training for those stakeholders. This led me to consider: How does someone get better at asking questions, and how does one help others develop their curiosity?</p>



<h2 class="wp-block-heading">Research So Far</h2>



<p class="wp-block-paragraph">At the time I write this, I’ve read <a href="https://halgregersen.com/books/questions-are-the-answer/">Hal Gregersen’s <em>Questions Are the Answer</em></a> (QAA) and taken a course in <em>Question Formulation Technique</em> (QFT). Gregersen is a senior lecturer at MIT Sloan; the QFT course was from the Harvard Graduate School of Education. I’m not trying to pretend that this makes me an expert. I’m trying to make the case that I am following the lead of industry-leading experts.</p>



<p class="wp-block-paragraph">QFT is about getting students to ask more questions by encouraging them to come up with as many questions as possible in a timed setting, then working with the students to see the value of those questions.</p>


<div class="wp-block-image">
<figure class="aligncenter size-large"><img fetchpriority="high" decoding="async" width="920" height="1024" src="https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-920x1024.webp" alt="Cover of Questions are the Answer, a book by Hal Gregersen" class="wp-image-1182" srcset="https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-920x1024.webp 920w, https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-269x300.webp 269w, https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-768x855.webp 768w, https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-1380x1536.webp 1380w, https://informediteration.com/wp-content/uploads/2026/09/Questions-Are-The-Answer-2-1-1840x2048.webp 1840w" sizes="(max-width: 920px) 100vw, 920px" /><figcaption class="wp-element-caption">Questions are the Answer &#8211; Hal Gregersen</figcaption></figure>
</div>


<p class="wp-block-paragraph">QAA covers a lot of ground, exploring how corporate leaders foster curiosity in themselves and by creating environments where their employees can feel not just safe, but encouraged, to ask tough questions. It relies a lot on inspiring anecdotes about famous business leaders. As a result, a lot of the takeaways need to be scaled down for those of us who aren’t the CEO of a massive company. One of the things that doesn’t need much downsizing is what Gregersen calls a Question Burst, which is quite similar to a QFT session.</p>



<p class="wp-block-paragraph">We’ll look at both of those in more detail later.  For now I’d like to focus on what they have in common.</p>



<p class="wp-block-paragraph">Both QAA and QFT focus not so much on what the individual can do to be more curious, so much as the need for leaders to foster environments where questions are welcome and safe to ask, whether that’s an office or a classroom. It’s hard to motivate someone to ask more or better questions when the situation they are in fails to incentivize that, or actively punishes it.</p>



<h2 class="wp-block-heading">With Questions, Less is Usually Less</h2>



<p class="wp-block-paragraph">Another point raised in QAA and QFT is that we don’t need to learn how to ask questions: We need to un-learn all the self-censoring we’ve mastered.</p>



<p class="wp-block-paragraph">As any parent could tell you, children start off good at asking questions. Then our parents teach us, quite correctly, that not all questions are appropriate at all times. Then we go to schools, where we are judged more harshly on our questions. We are also introduced to the concept that there’s a lot of correlation between who asks the questions and who is in authority.</p>



<p class="wp-block-paragraph">Finally, we end up in workplaces. The wrong question just went from getting you detention to getting you fired.</p>



<p class="wp-block-paragraph">The result is that children go from asking hundreds of questions a day, to a handful, as they close in on adulthood.</p>



<p class="wp-block-paragraph">That’s all pretty well researched per QFT and QAA. The following takeaway is not, but I’m still comfortable making the call: the odds of you self-censoring a good question into oblivion are probably a good deal higher than those of you having a stupid question. Unless you are asking questions with the unfiltered cadence of a toddler, you could probably stand to ask more questions.</p>



<p class="wp-block-paragraph">Because worrying about the appropriateness and consequences of a question are already front and centre for most people, trying to get people to ask “better” questions could have a dramatic chilling effect. Imposing yet another internal checklist to apply to questions before sharing them could easily do more harm than good. The road to better questions goes through the land of asking more questions, seeing the impact the best of those questions have, and letting that influence how both individuals and the organization approach challenges.</p>



<p class="wp-block-paragraph">For people to ask better questions, they have to start asking questions, and if they are going to feel safe asking meaningful questions, leaders need to make sure that is the environment they are building.</p>



<h2 class="wp-block-heading">Getting Cozy with Curiosity</h2>



<p class="wp-block-paragraph">As mentioned earlier, a lot of QAA isn’t so much methods to apply as inspiring ideas to emulate. Plenty are good to go as is, but some wouldn’t really fly for people outside the C-suite of a very large company. Hiring a clown (literally) to come to board meetings and act as a court jester, poking fun at the leadership, isn’t exactly something a middle-manager makes happen.</p>



<p class="wp-block-paragraph">Almost all of them, however, are about getting out of our comfort zone. The more we are exposed to new ideas, the more our mind is able to shift into a curious, exploring mode. That kind of thinking can atrophy the more we develop experience and specialization, making it harder for us to adapt.</p>



<p class="wp-block-paragraph">Here are the things I am trying to apply, some taken as is, and some with scale adjustments for folks outside the C-Suite:</p>



<ul class="wp-block-list">
<li>Explore the World</li>
</ul>



<p class="wp-block-paragraph">This one starts out as “live abroad as much as you can” but that is a big ask. For us non-CEOs, I’m replacing it with travel that allows you to interact with locals in their own environment.</p>



<ul class="wp-block-list">
<li>Expose Yourself to Art</li>
</ul>



<p class="wp-block-paragraph">This one starts out as “make a community with live/work spaces for artists to experiment and create in, then immerse yourself in it.” We’re paring it back to “go see something at a gallery or theatre made by someone with a different viewpoint than you.”</p>



<ul class="wp-block-list">
<li>Talk to People Outside Your Normal Circles</li>
</ul>



<p class="wp-block-paragraph">This begins as an anecdote about a CEO getting a ride from the airport to the office from a delivery driver instead of waiting a few minutes for a delayed limo. The benefit wasn’t the time saving though: the CEO spent the ride talking to the driver about their job and interactions with the company. I don’t have a network of delivery trucks, but I do take a good deal of rideshares, and always try to converse with the drivers (if it&#8217;s obvious they aren’t the chatty type, I let it go).</p>



<ul class="wp-block-list">
<li>Meditate</li>
</ul>



<p class="wp-block-paragraph">This one works for Fortune 500 leaders like Marc Benioff all the way through to monks that have sworn vows of poverty. Put your mind in a different state from time to time, daily if you can manage it.</p>



<ul class="wp-block-list">
<li>Do Something You Don’t Already Know How to Do</li>
</ul>



<p class="wp-block-paragraph">Forcing yourself to be a beginner at something is a great way to build the perspective that there is always more to learn, that you don’t have all the answers, and that being honest about what you don’t know is often the fastest way to learn.</p>



<ul class="wp-block-list">
<li>Don’t Rush to Solutions</li>
</ul>



<p class="wp-block-paragraph">When we haven’t decided on a solution, it can be very uncomfortable. Thinking about a problem feels (and in most orgs, is seen as) a lot less productive than working on a solution. But accepting a solution rescopes the whole mental space we work in. Instead of asking “how do we improve xyz,” we are now asking “how do we apply abc to improve xyz.” Obviously, solutions do need to be found and applied, but try to get comfortable with the headspace that accompanies comparing solutions.</p>



<ul class="wp-block-list">
<li>Don’t Hype Solutions When You Want Honest Feedback</li>
</ul>



<p class="wp-block-paragraph">Don’t start a conversation with “I have been working really hard on using abc to fix xyz for several weeks now and I think there’s been a lot of progress” if you want honest feedback. Try “I am thinking about xyz and wondering how you might approach it?” Save the fact you actually have a solution in mind as a follow up question, and downplay your attachment to it.</p>



<p class="wp-block-paragraph">While that helps me get on the path to asking more questions, these aren’t things that I can impose on my clients (as much as I’d love to take an afternoon off to visit an art gallery with them). Gregersen also shares a method he uses in his professional practice, called a Question Burst.</p>



<p class="wp-block-paragraph">We’ll look at it in a moment, but I want to switch back to the Question Formulation Technique at this point, as the two are quite similar.</p>



<h2 class="wp-block-heading">Question Formulation Technique</h2>



<p class="wp-block-paragraph">The most robust methodology I could find to get people asking more questions was QFT. QFT was developed by the Right Question Institute as part of community organizing work, and introduced to educators in the 2011 book <em><a href="https://rightquestion.org/resources/make-just-one-change/">Make Just One Change</a></em> by co-founders Dan Rothstein and Luz Santana. Despite knowing it may have limited applicability in a business setting, I wanted some exposure to it.</p>


<div class="wp-block-image">
<figure class="aligncenter size-full"><img decoding="async" width="596" height="747" src="https://informediteration.com/wp-content/uploads/2026/09/9781612500997.avif" alt="Cover of Make Just One Change by Dan Rothstein and Luz Santana" class="wp-image-1183" srcset="https://informediteration.com/wp-content/uploads/2026/09/9781612500997.avif 596w, https://informediteration.com/wp-content/uploads/2026/09/9781612500997-239x300.avif 239w" sizes="(max-width: 596px) 100vw, 596px" /><figcaption class="wp-element-caption">Make Just One Change by Dan Rothstein and Luz Santana</figcaption></figure>
</div>


<p class="wp-block-paragraph">It was a great course about a great method. And one with applications well outside the classroom. Most of the people taking the course were educators with access to students: I had to use my girlfriend as my “class” for homework purposes.</p>



<p class="wp-block-paragraph">Instead of basic geometry or the civil rights movement, we set a four minute timer, and she generated a list of questions about a trip we are planning. While our topic was frivolous compared to my classmates’, we went from our question list to having the whole trip planned in about 90 minutes, which is a record for us.</p>



<p class="wp-block-paragraph">For any educational context, or personal or community-based endeavours, where a transparent exchange of thought would help, I’d consider rolling out a QFT session. But I wouldn’t use it in a business setting for two reasons. The simple one is the very generous CC licensing only extends to non-commercial use.</p>



<p class="wp-block-paragraph">Beyond that, though, there’s no next step a client or boss would get excited about. An educator needs to reintegrate this with their lesson plan, answering questions or guiding students to find their own answers. It can get you closer to finding a solution in the sense that exploring a problem helps you solve it, but the goal of the technique is to get better at exploring topics, more than it is to arrive at a solution.</p>



<h3 class="wp-block-heading">Question Formulation Technique Resources</h3>



<p class="wp-block-paragraph"><a href="https://rightquestion.org/what-is-the-qft/">The Right Question Institute &#8211; What is the QFT?</a></p>



<h2 class="wp-block-heading">Question Burst</h2>



<p class="wp-block-paragraph">The Question Burst method, as mentioned above, is quite similar to the Question Formulation Technique. Both feature a timed interval where participants generate as many questions as possible, then engage in exercises to refine and prioritize their questions. The nature of those exercises and what happens with the prioritized questions is one area where things differ.</p>



<p class="wp-block-paragraph">Another is that in QFT questions are based on a prompt, which is a sentence or two, a quote, or even something more abstract, like an image or piece of music. Question Burst instead allocates up to two minutes for the facilitator to provide information on the topic.</p>



<p class="wp-block-paragraph">QFT is appropriately open-ended so that students can explore new ideas and educators can weave it into their teaching in appropriate ways. Question Burst’s extended context and included follow-up questions provide structure that leads to taking action, and setting a plan to continue using curiosity to move forward on a challenge, in the absence of an instructor.</p>



<h3 class="wp-block-heading">Question Burst Resources</h3>



<p class="wp-block-paragraph"><a href="https://halgregersen.com/wp-content/uploads/2021/05/Question-Burst-Guide.pdf">Question Burst Guide</a><br></p>



<h2 class="wp-block-heading">Question Burst Modifications for Discovery</h2>



<p class="wp-block-paragraph">The Question Burst method as presented in the above guide and described in QAA is an excellent method that I can recommend for any environment where people are already pretty comfortable with asking tough questions. I’ve used it in discovery contexts (for new projects with current clients) with some modifications: Specifically, I take the prioritized questions away, categorize them, and come back with some answers and ideas on how to move forward.</p>



<p class="wp-block-paragraph">I’ve really enjoyed the results. I’m not going to get into my theories on why discovery can be hard on the people trying to explain what they need. I’ll just say that letting them ask the questions instead of having to answer mine cuts away a lot of the more stressful and performative aspects.</p>



<p class="wp-block-paragraph">One thing that remains, in the Question Burst context and in pretty much every meeting, is that bosses tend to set the tone to an extent that often impacts the value of the activity negatively. And strangely, it has very little to do with the people in the room. If no one talks before the CEO at any meeting the CEO is in, that establishes the norm. People who have no problem cracking a friendly joke at their boss’s expense, or expressing their disagreement with that boss when necessary, can still be hesitant to speak before that boss does. Particularly in a new situation &#8211; like when a consultant is around.</p>



<h2 class="wp-block-heading">Unattributed Question Bursts</h2>



<p class="wp-block-paragraph">The Question Burst as described in QAA involves participants throwing out questions while someone, usually the facilitator, acts as a scribe. One issue I’ve had with this is the scribe’s typing/writing speed often becoming a bottleneck. The bigger one is the issue above of people wanting to let senior colleagues go first, which anchors the rest of the session. Even where people are equal down to the pixel on the org chart, some people have more confidence or charisma than others. They might ask more questions, or people might be more hesitant to ask questions that run contrary to theirs.</p>



<p class="wp-block-paragraph">My response was to try running Question Bursts where people write their questions down and prioritize them, then send them to me as private messages. This alleviates what I’ll understate as the “shyness” problems, even in groups small enough to make guessing who asked what somewhat obvious. Unfortunately, it means cross-pollination of ideas is either eliminated, or relies on some lightning-quick cutting and pasting by the facilitator, which becomes impossible for all but the smallest groups.</p>



<p class="wp-block-paragraph">Hiding attribution, while fostering cross-pollination, and allowing the facilitator to manage the session smoothly, seemed like it might have a technical solution, so I built version 0.1. My next post will explain how it works, and I am planning to run a demo at <a href="https://toronto.measurecamp.org/" data-type="link" data-id="https://toronto.measurecamp.org/">MeasureCamp Toronto on Oct 3, 2026</a>. Hopefully I will see you there!</p>
<p>The post <a href="https://informediteration.com/ask-more-questions/">Ask more questions; get better answers</a> appeared first on <a href="https://informediteration.com">Informed Iteration</a>.</p>
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		<title>Upgraded analytics tools, trained analytics users: same old questions? Change Management explains why</title>
		<link>https://informediteration.com/improve-analytics-stakeholder-adoption-change-management/</link>
					<comments>https://informediteration.com/improve-analytics-stakeholder-adoption-change-management/#respond</comments>
		
		<dc:creator><![CDATA[JF Amprimoz]]></dc:creator>
		<pubDate>Thu, 02 Apr 2026 15:22:00 +0000</pubDate>
				<category><![CDATA[Analytics]]></category>
		<category><![CDATA[analytics process]]></category>
		<category><![CDATA[change management]]></category>
		<category><![CDATA[stakeholder management]]></category>
		<category><![CDATA[strategy]]></category>
		<guid isPermaLink="false">https://informediteration.com/?p=1140</guid>

					<description><![CDATA[<p>To get stakeholders asking questions that take advantage of new tools quickly, we need to have an intentional strategy to communicate the change with them.</p>
<p>The post <a href="https://informediteration.com/improve-analytics-stakeholder-adoption-change-management/">Upgraded analytics tools, trained analytics users: same old questions? Change Management explains why</a> appeared first on <a href="https://informediteration.com">Informed Iteration</a>.</p>
]]></description>
										<content:encoded><![CDATA[<h2 id="h.9c4hmtwe6ej7">The analytics project went smoothly, yet…</h2>
<p>One of life’s great joys is the oh-so satisfying feeling at the end of a project that went well:</p>
<ul>
<li>Thorough <a href="https://informediteration.com/making-analytics-useful-align-to-business-goals/">discovery focused on aligning requirements to the organizational goals for a project</a></li>
<li>Reviewed solution design with sponsor and stakeholder rep who were thrilled</li>
<li>Trouble-free implementation</li>
<li>A few minor fixes in testing; validation came back clean</li>
<li>Users are trained and excited to use the new tools</li>
</ul>
<p>A few weeks later you connect with the users for a “now that you’ve had a chance to get used to it” Q&amp;A.</p>
<p>Nothing is really wrong, but there are very few questions, and none of them are about the features they or the sponsor were excited about at launch. You ask if they are using them, only to learn that the users’ stakeholders are asking for the same reports and metrics they always have.</p>
<p>I have been trying to crack this nut for years, with some success. Then I took a Change Management course that provided very valuable new perspectives. I’ll describe what didn’t work, and some more effective approaches I will use going forward.</p>
<figure id="attachment_1147" aria-describedby="caption-attachment-1147" style="width: 1024px" class="wp-caption alignnone"><a href="https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-scaled.jpg"><img decoding="async" class="size-large wp-image-1147" src="https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-1024x683.jpg" alt="disappointed analytics user with concerned analytics stakeholder" width="1024" height="683" srcset="https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-1024x683.jpg 1024w, https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-300x200.jpg 300w, https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-768x512.jpg 768w, https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-1536x1024.jpg 1536w, https://informediteration.com/wp-content/uploads/2026/04/disappointed-analyst-2048x1366.jpg 2048w" sizes="(max-width: 1024px) 100vw, 1024px" /></a><figcaption id="caption-attachment-1147" class="wp-caption-text">An analyst that has mastered the new lead scoring system is asked for page view counts, again.</figcaption></figure>
<hr />
<h2 id="h.s5ynehl5f1jk">Communicating with Strategic Intent: The limits of organic adoption</h2>
<p>When users would report back that they were getting the same old questions despite having fancy new tools, I responded based on what I would do. I’d encourage users to:</p>
<ul>
<li>Deliver the requested data, but when a stakeholder has an ask that could be improved upon based on new functionality, also offer related information and analysis now available.</li>
<li>Offer that if the first suggestion isn’t helpful, they might be able to suggest more pertinent information if the stakeholder wants to share what questions they are trying to answer.</li>
<li>Over time, users should work to be seen as SME advisors.</li>
</ul>
<p>I maintain that this is entirely valid advice to people reporting data. But it doesn’t get the organization to use the solution to its fullest as quickly as possible. It is slow and sporadic, relying on countless repetitive (at least from the analyst point of view) conversations, with the right questions and data to provide the opportunity, all against a backdrop of a reasonably open-minded culture.</p>
<p>Change Management is about how to make that kind of change adoption happen at scale. To get stakeholders asking questions that take advantage of new tools quickly, we need to have an <a href="https://www.prosci.com/blog/change-management-communication#1-structure-your-efforts">intentional strategy to communicate the change</a> with them.</p>
<h2 id="h.f53uqksa5ifv">Ignoring Preferred Sender of Key Messages research</h2>
<p>A crucial part of a change communication strategy is the concept that people tend to receive information about a change more readily if it comes from the right sources.</p>
<p>There are <a href="https://www.prosci.com/blog/understanding-why-some-communications-work-and-others-dont#preferred-senders-of-key-messages">two preferred types of source, each being better for a certain kind of message</a>:</p>
<ul>
<li>Messages about the big picture, like why we need to change and how the change supports our organizations’ goals, are best delivered by senior management or executives.</li>
<li>Messages about what will change in people’s day to day work, like what the change will actually require work-wise and what the benefits to the individual and team will be, are best delivered by their own manager.</li>
</ul>
<p>This raises another weakness with our original approach: not only are we relying on the sporadic instead of the systemic, we are sending these messages through the wrong people.</p>
<h2 id="h.aflcuz2b1nzl">Maybe we’ll get lucky and already have Change Management</h2>
<p>We’ve established the need for a strategy to help move stakeholders through analytics change, and that the communication in that strategy is best delivered by people in specific roles. But do we need to take this on ourselves?</p>
<p>Reinventing the wheel is a waste of time, and trying to do someone else’s job can start a turf war, so step one is to take advantage of the Change Management investments you already have access to.</p>
<p>If you are in-house, maybe there are Change Practitioners somewhere in or around HR just wishing that the project teams in the company would integrate with them more closely, and you are off and running. Or you might be with an org that has never heard of Change Management and doesn’t like the sound of it, in which case you might need to be more hands on.</p>
<p>On the agency side, this can be a bit trickier since you are working through a point of contact and sponsors that may or may not have the appetite and relationships to secure the Change Management resources you want to integrate with.</p>
<p>I’m handling it by making it clear that I’m enthusiastic to integrate with a prospective client’s Change Practitioners, and that my Change Practitioner certification means I’m not just winging it in that regard.</p>
<p>If a client answers that they don’t have a Change Office or Practitioner, I’ll offer to supply some elements they would usually provide.</p>
<h2 id="h.qmhptatoimlo">Up Next: Crafting an analytics stakeholder communication strategy without the benefit of experienced Change Practitioners</h2>
<p>So what do we do if our or the client’s organisation doesn’t have Change Management professionals to allocate to us? Ok, now we have to figure out at least some minimal plan if we want to see people get the full value our solution can deliver.</p>
<p>The next post will look at exactly that. If you want me to hurry up and post it, or you have any thoughts or questions, please let me know in the comments below.</p>
<figure style="text-align: right;"></figure>


<p class="wp-block-paragraph"></p>
<p>The post <a href="https://informediteration.com/improve-analytics-stakeholder-adoption-change-management/">Upgraded analytics tools, trained analytics users: same old questions? Change Management explains why</a> appeared first on <a href="https://informediteration.com">Informed Iteration</a>.</p>
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