How Big Data Can Make Watching Baseball More Fun

I like baseball. I played it all throughout my youth and my years as a teenager. So, not surprisingly, I also like to watch baseball. Watching baseball on TV has come quite a ways. While baseball was first televised in the 1930s, instant replay didn’t come along until almost 1960. Nowadays, you can’t watch a game without seeing just about every “key play” replayed. From the replay of the last double in the gap to the last pitch that was so close to being called a strike. And on that note about strikes, we can now see a makeshift strike zone on the screen next to the batter/catcher.

My post today is a pitch (pardon the pun) about how to improve the viewing experience in the context of that makeshift strike zone, which on some networks, is called pitch tracker.

On the pitch tracker, we can see a few things that have happened during the at bat. We can see where each pitch crossed the plate and at what height. We can also see if the pitch was fouled off and if the pitch was a ball. While all of this great, in my opinion, there is one major flaw to all of this — the “strike zone” isn’t universal. That is, as many players will tell you, each umpire has a different “strike zone.” Some umpires like to call a “wider” strike zone. Meaning, on the screen, it will appear as though the pitch is quite a few inches outside of the strike zone, the umpire calls that pitch a strike.

To the casual fan this may be confusing, but to a fan who watches baseball frequently, this may be frustrating. Especially as the game wears on, you might hear the announcer state that the last pitch was called a strike earlier in the game, but now it’s being called a ball. I’d like to eliminate the need for the announcer to tell me this. I’d also like to eliminate the confusion of the fan who sees a pitch that appears outside the strike zone, but is called a strike. How can we do this? Big Data.

Umpires go through a rigorous process before becoming an MLB umpire. As a result, their strike zone will probably be pretty much set in stone by the time they get to umpire their first MLB game. I propose that instead of using the “standard” or traditional strike zone on the screen during the game that networks show us the strike zone of the umpire. So, if an umpire usually calls strikes that appear 6 inches outside, we can see that because that’s the strike zone on the screen. We could even using a rolling average of the umpire’s career, such that only the last 3 seasons are taken into account when creating the strike zone on the screen.

The reason I suggested Big Data as the solution to this is because of all the sports, baseball is one of the ones with reams of data. Bill James did an excellent job of using data to allow us to better understand the success and failure of players, I think it’s time we use some of that data to make watching baseball just a bit more interesting.

Labor is the Superior of Capital, and Deserves Much the Higher Consideration

Do you recognize those words? Scholars (and/or) American history buffs just might. They were spoken by one Abraham Lincoln on December 3rd, 1861, as part of his first State of the Union address. The quote comes from very near to the end of the speech; the beginning of the third last paragraph. The sentence on its own is worth pondering, but let’s put it in context:

Now there is no such relation between capital and labor as assumed, nor is there any such thing as a free man being fixed for life in the condition of a hired laborer. Both these assumptions are false, and all inferences from them are groundless.

Labor is prior to and independent of capital. Capital is only the fruit of labor, and could never have existed if labor had not first existed. Labor is the superior of capital, and deserves much the higher consideration. Capital has its rights, which are as worthy of protection as any other rights. Nor is it denied that there is, and probably always will be, a relation between labor and capital producing mutual benefits. The error is in assuming that the whole labor of community exists within that relation. A few men own capital, and that few avoid labor themselves, and with their capital hire or buy another few to labor for them.

As is clear, Lincoln is referring to what was a major problem at the time — slavery. While those words were initially spoken with regard to slavery, I think that they have a broader application. That is, labor really is the superior of capital and not just in the context of slavery. Without labor, there’d be no capital. Labor is the backbone of any economy — local or global. As a result, it’s frustrating to see how poorly mismanaged the workforce can be.

From a business standpoint, I can understand why managers would want to crimp on labor, both in the number of employees and their However, I see this as extremely short-sighted. Whatever short-term gains are made from this strategy, they’re lost in the longer term when one has to replace the employee because they’ve either quit or because they’re overworked (and needed time off because of stress and/or fatigue).

I wonder if treating labor as if it’s another “expense” or “liability” is endemic to the culture of work in America. If we revisit the chart about vacation from this past summer, we see that just about every country on that list is in Europe and from what we know about the culture of many European countries, there’s an air of slowness that you just don’t find in America. Maybe it’s that European businesses have already learned this lesson of treating the workforce like an expense and realizing that it’s just easier to pay up front. How different would business look like in the US if the workweek went from 40 to 30 and the number of mandatory paid vacation days went from 0 to 20? Even if the US workweek went from 40 to 37.5 as is the case in Canada, how different would things be, then?

This focus on the short-term seems to be in more places than one. It’s even present in the way public companies are structured — they have to report their earnings every quarter. That is, every 90 days — 90! — a company gives a report to their shareholders (and the public) about their earnings. Predominantly, people are looking to see whether a company “beat” estimates. If (when?) a company doesn’t meet estimates, the stock price usually takes a tumble. But what if this incessant push to meet estimates and focus on these 90-day windows doesn’t allow for an appropriate longer term strategy? What if this 90-day crunch is preventing a company from pursuing a strategy that would make it far more sustainable in the long run and if they attempted to pursue that strategy, their stock price would plummet?

I don’t have all the answers to these questions, but I believe the beginning of the answer starts with labor. Companies that honor and respect their workforce tend to perform better.

Is There a Way to Broadcast Ideology Without it Colouring Opinion?

There was a good article in the New York Times this past weekend from a professor of economics at Harvard, N. Greg Mankiw. He talked about how when economist give advice on policies, they’re also giving advice as political philosophers. While this should come as no surprise to anyone, I think it’s good that it’s being discussed.

What’s more interesting to me, though, is how we can offer opinions or advice on matters as experts, while at the same time disclosing our inherent bias to a given political philosophy. And if we do this, does that then colour the way the opinion is received? Most folks would say that of course it is going to colour the way the opinion is received, but maybe it wouldn’t. Regardless, I think it’s necessary to disclose biases, especially when it comes to making policy advice.

The problem here is that people aren’t always aware that they have a given bias towards one political philosophy over the other. While I’m relatively sure that I lean towards the “left” of the political spectrum when it comes to social issues, where I fall upon the political spectrum when it comes to other matters can vary by issue. This is part of the reason why I encourage folks to take the time and read through some of the more notable philosophers.

I suppose the idea of signaling also comes into play on this matter. That is, if someone has a more conservative viewpoint on health policy and they support a more liberal policy, does that change the way other conservatives view the policy? Does it change the way liberals view the policy? Should it?

There are lots of questions, but no easy answers. As someone who’s steeped in biases in judgment and decision-making, I’m not sure which way would be best, but I’m glad that — at a minimum — it’s being discussed.

Why Coke’s Super Bowl Ad Was Really Smart

By now, you’ve probably seen some of the coverage of Coke’s “controversial” Super Bowl ad. To be honest, I’m with Coke’s Ad Director on this one, “I don’t see any controversy here.” Don’t get me wrong, I can understand where some of the detractors are coming from, but I tend to side with the Ad Director. In case you haven’t yet seen the ad, take a look:

In a word, I thought the ad was beautiful. Maybe it’s because I was born and raised in Canada and I am used to (and appreciate) multiculturalism a bit more than the average American, who knows. Knowing that the Super Bowl has become an event that transcends the borders of the USA, maybe Coke was, surreptitiously, also trying to reach potential customers beyond its borders. Now, that hypothesis seems kind of silly given that the song that’s being sung in many languages is “America the Beautiful,” so let’s revise it and say that maybe Coke is trying to reach current (or potential) immigrants to the US.

Regardless of it’s initial aim, the controversy has stirred up so much discussion that the ad is being shared across the internet many times over. The last time I checked, the video had been viewed almost 8,000,000 times in 3+ days. I can’t think of many companies that don’t wish they made a video like this that’s been viewed this many times on social media (not to mention all the discussion that’s happened in print, TV, and online).

Then, there’s also the copycat-esque videos that extend (or poke fun) at the ad. I came across this one the other day and couldn’t help, but chuckle:

I haven’t seen anyone from Coke comment on it, but I’m sure that, at least off the record, they’d probably laugh at it, too.

Circling back to the original ad, I wanted to draw attention to the internationalist flavour to it. It’s still a few years off now, but folks are projecting that in the next 25-30 years, the majority of people living in the USA won’t be the same as it is today. Instead, there will be a majority of minorities. Meaning, adding up the population of all the minorities will mean that there are more people who identify as a minority than identify as white.

Tying this to the advertisement by Coke and I can’t help but think about how strategic it was for Coke to try and, if this was their strategy, attract younger immigrants to the brand.

Meditation Mitigates Effects of Cognitive Biases

There have been thousands of scholarly articles written about the myriad benefits of meditation, but the one I came across recently was one of the first that confirmed one of my previously held beliefs: meditation helps you make better decisions.

The thing that struck me most about this study were the similarities to an experiment I conducted (on intuition and decision-making) as a research assistant. I had a condition where students would meditate for a short time and then use their intuition to make decisions. The results weren’t as I, (the research assistant I was working nor the professor), had hoped. I wrote it off as the the reluctance of undergraduates to meditate, but in this study, in particular, studies 2a and 2b, the researchers used undergraduates (approximately 200 combined) and they meditated!

In the second study, the researchers had the undergraduates listen to a 15-minute audio track, which was was specifically designed for this study. In one condition, students listened to a mindfulness meditation created by a professional mindfulness-meditation instructor and in the other, the students listened to a track, again, by a professional mindfulness-meditation instructor, that continuously instructed students to think about whatever came to mind. This second condition was called the “mind-wandering” condition and previous research used a similar method as a control for mindfulness experiments.

As I already mentioned in the opening paragraph, the researchers found that increasing mindfulness (i.e. meditation) reduced the effects of cognitive biases (i.e. the sunk cost fallacy). My favourite part of this study [Emphasis added]:

It is particularly notable in this set of studies that increased resistance to the sunk-cost bias occurred after only a brief recorded mindfulness-meditation induction. Many prior mindfulness-meditation interventions have involved 8 weeks of face-to-face training (Brown & Ryan, 2003); by comparison, our 15-min recorded manipulation is substantially more practical.

Many people have gotten it into their heads that the positive effects of meditation takes weeks to manifest. Here is tangible proof that — today — meditation can help you make better decisions. Also:

We also encourage research investigating how mindfulness practice might improve other decision-making processes and outcomes.

Absolutely! I would suspect that meditation would help guard against a whole host of other cognitive biases, but it would be fantastic if there were scientific evidence to back this up. For instance, years ago when I was the president of the student body, I once tried to begin a general assembly meeting with a quick 1-minute meditation, but the maturity level just wasn’t there. Even after 10 seconds, some of the representatives couldn’t handle the silence. I take the blame for that as I probably didn’t do the method justice by properly introducing it with the research. Can you imagine, if, before every semi-major decision, you took 10, 5, 2, or even 1 minute just to sit still and clear your mind of the previous discussion. I wonder how much lost revenue there is from not taking a moment to pause and reflect before a decision is made.

I should say, I’m sure that there is certainly time between major decisions (i.e. mergers & acquisitions, although, there is fascinating research on how big of a failure those can be), but I’m thinking about the mid-level manager who makes many decisions in a day that can affect the bottomline of a company. The managers that make quick decisions about whether to go with this contract or that contract, whether to make this purchase or that purchase. Maybe that’s a good place to start with more research.

ResearchBlogging.orgA. C. Hafenbrack, Z. Kinias, & S. G. Barsade (2013). Debiasing the Mind Through Meditation: Mindfulness and the Sunk-Cost Bias Psychological Science DOI: 10.1177/0956797613503853

My Answers to the 13 Weirdest Interview Questions You’ll Hear in 2014, Part 3

Over the last two days, I’ve been going through Mashable’s list of the 13 weirdest interview questions you’ll hear in 2014. On the first day, the guesstimate question took a little of time to answer because I had to type it out as I was talking through it out loud. In yesterday’s post, I was thrown for a bit of a loop when I answered why tennis balls are fuzzy (note: tennis balls are fuzzy because, “The felt delays flow separation in the boundary layer which reduces aerodynamic drag and gives the ball better flight properties.”) Today, I’ll answer the last three questions.

11. Can you instruct someone how to make an origami ‘cootie catcher’ with just words? – LivingSocial

Yes. There are two tricks for doing this. One would be to actually make an origami ‘cootie catcher’ and then retell the process to someone else as I’m doing it. The second way, and probably closer to an answer your looking for would be for me to imagine that I were making the ‘cootie catcher’ as I was telling someone how to do it. In this second way, I’m able to flex that part of my brain that is used for spatial reasoning.

12. How honest are you? – Allied Telesis

The research from psychologist and behavioural economist, Dan Ariely, would indicate that I’m at least a little dishonest — as we all are. The degree to which I’m dishonest might vary depending on one’s perspective. I would say I’m more honest than the next person, but the next person might say they’re more honest than me. A testament to my honesty: I’m honest when no one’s looking. There are times in our lives, when we have the opportunity to ‘cheat’ and do something for which we know is dishonest. Of course, as Ariely would tell us, we rationalize our behaviour. In knowing that we have this inkling towards rationalizing our behaviour, I do as best I can to be aware in these moments, so that I can prevent myself from being dishonest. For instance, maybe I don’t take an extra cookie when no one’s looking. Or maybe I am honest about what time I arrived and sign in at the ‘right’ time rather than back-dating my time a few minutes.

13. If you were on an island and could only bring three things, what would you bring? – Yahoo

[Note: In arriving at this question at the end, it feels like a chance to say… “there’s always one…” with the implication being, that there’s always one of ‘these’ questions where you’re asked to name some things you’d bring to an island based on certain criteria. This one doesn’t seem to have any specific criteria. It’s also worth noting that there’s no specificity in the kind of island one’s on. Anyways…] If I were on an island and could only bring three things, I’d bring my laptop, my Aeropress, and a surfboard. I’d bring my laptop, so that I could continue to write — I really enjoy writing. I’d bring my Aeropress because — hands down — I make the best coffee using it. And I’d bring a surfboard because I always wanted to learn how to surf.

My Answers to the 13 Weirdest Interview Questions You’ll Hear in 2014, Part 2

In yesterday’s post, I started to answer some of the weirdest interview questions you’ll hear in 2014 as chosen by Mashable. Today, hopefully, I’ll get through the rest of ’em. Let’s get to it!

7. Describe to me the process and benefits of wearing a seatbelt. – Active Network

When one sits down inside a car, in most cases, there’s a belt that they can fasten across their lap and/or over their shoulder. If you enter on the right side of the car, the seatbelt will normally be found on the right side of your leg/shoulder. If one enters on the left side of the car, the seatbelt will normally be found on the left side of one’s leg/shoulders. To fasten the seatbelt, pull the belt across your body/lap and insert the metal fitting into the buckle, until you hear a *click*. Then, if you have a lap belt, you’ll need to pull the strap until the belt is snug — but not too uncomfortable — over your body. The primary benefit of a seatbelt is to ensure that your body is in the optimal position, in the event of a collision. If one weren’t wearing a seatbelt and one’s car was in a collision, one’s rate of injury is extraordinarily higher than if one were wearing a seatbelt.

8. How does the Internet work? – Akamai

Very well for some. Two very good examples: Justin Bieber and Carly Rae Jepsen. Without the internet, there’s an extremely low probability that Bieber’s eventual manager finds Bieber’s YouTube account and sees him singing. And without Justin’s manager finding him through YouTube, his world, and the world of many “Beliebers,” would be quite different today. Building on that is Carly Rae Jepsen. Jepsen had made a name for herself in Canada, but when Bieber tweeted a YouTube video of her song, she became an international star.

9. If you were a pizza delivery man, how would you benefit from scissors? – Apple

If I were a pizza delivery man, it’s probably only because that’s my cover for being a spy. As a spy who’s walking around as a pizza delivery man, the scissors would come in handy when I needed to cut the electricity to house that I was delivering pizza to, but I needed to do so under a cloud of darkness.

10. Why is a tennis ball fuzzy? – Xerox

When people play tennis, they usually hold more than one ball at a time and in order to do this, sometimes they’ve got some sort of velcro like receiver on their hip. The makers of tennis balls found that as a way to ensure that tennis balls didn’t fall off of the velcro on player’s hips and to ensure their safety, they needed to make the balls fuzzy. [Note: I’m almost 100% sure this isn’t the reason why tennis balls are fuzzy because tennis has been around for a lot longer than velcro, but it was the first thing that came to mind and better represents how I might have answered if I were surprised with this in an interview.]

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That last question from Xerox kind of threw me off a bit, so I’m going to put this on pause and come back tomorrow to finish up the last three questions.

My Answers to the 13 Weirdest Interview Questions You’ll Hear in 2014, Part 1

Yesterday, Mashable published a listicle of the 13 weirdest interview questions you’ll hear in 2014, along with the origination of the questions (i.e. in which company’s interview they were [or will be] asked). I thought it’d be fun to go through and answer the questions as if I were in an interview with that company. I specify in an interview with that company because that would change the way that I answer the question. One last thing: I didn’t read the questions before answering them. That is, I’ve tried to maintain the element of surprise that the companies were trying to have in answering these kinds of questions. Here we go!

1. Are you more of a hunter or gatherer? – Dell

I know it’s clichéd to say this, but I like to think of myself as a hunter and a gatherer. There are times when I’d consider myself a gatherer, for instance, when trying to collect information to make an important decision on green-lighting an aspect on a project/product or when I’m trying to build support for a project idea in an upcoming meeting. In this way, I’ve got to use my skills at working around the edges — gathering — the right data or the right employees. There are also times when I’d consider myself a hunter, for instance when I’m looking for the right junior employee to motivate with an important project. In this way, I’ve got to use my prowess — hunting skills — to find the right employee for the job.

2. What is your least favorite thing about humanity? – ZocDoc

Without a doubt, it’s how mean we can be to each other. It can be so jarring to watch someone ‘hate’ another person either with words or with actions.

3. If you could throw a parade of any caliber through the Zappos office, what type of parade would it be? – Zappos

A sock party. Quite simply, socks are the unsung hero of Zappos’ business. Yes, some people don’t wear socks with their shoes, but the vast majority of people [Note: if I had statistics, I’d quote it here!] still prefer to wear socks with their shoes. We should appreciate what the sock has done for shoes.

4. How many square feet of pizza are eaten in the U.S. each year? – Goldman Sachs

[Note: I’m familiar with this kind of question. After having completed an MBA, I’m quite familiar with the types of questions that you might get in interviews with investment banks like Goldman Sachs or management consulting firms. A question like this is trying to determine how you solve this kind of a problem — not whether you know how many square feet of pizza are eaten in the US each year. To do this, you’re meant to talk through the problem aloud, so…] To begin, the US population is approximately 300 million. Let’s say that about every 2 out of 3 people eat pizza and of those 2 people, the average person will eat pizza two times every month (or once every other week). In eating pizza, some may eat quite a few pieces, while others will eat far less, so let’s say the average person will eat approximately 2 slices every time they have pizza. This amounts to 4 slices of pizza a month, per person. Now, let’s say that the average slice of pizza is 6 inches across at the crust and 12 inches long, then each slice of pizza is approximately 36 square inches. So, four slices of pizza amounts to 144 square inches of pizza, which also happens to equal the amount of 1 square foot of pizza (144 square inches is 12 times 12). So, one person will eat approximately one square foot of pizza each month. We can then say that there will be 200 million square feet of pizza eaten each month — multiply this by 12 months, and we get 2.4 billion square feet of pizza eaten each year in the US.

5. It’s Thursday; we’re staffing you on a telecommunications project in Calgary, Canada, on Monday. Your flight and hotel are booked; your visa is ready. What are the top five things you do before you leave? – ThoughtWorks

1. Find out if anyone else on the project team has lived in Calgary for any amount of time (questions regarding weather, things to do in Calgary).
2. Find out if Calgary is still dealing with the aftermath of the floods and if there’s a way I could volunteer to help while I’m there.
3. Find out how far Banff is from Calgary for a weekend trip.
4. Find out if there are “tours” to see the Canadian Tar Sands.
5. Book a weekend train ride to through the Rocky Mountains.

6. Have you ever been on a boat? – Applied Systems

Yes. In fact, I’ve lived on a boat. When I was living in Victoria, British Columbia, I was fortunate enough to live in a floathome. It is exactly what it sounds like — a house that floats. It was an experience that took some getting used to, but it was absolutely amazing to be able to open my eyes in the morning and see the Pacific ocean (!) right outside my bedroom window.

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It took a little longer than I thought to answer the first 6 questions, so I’ll save the next 7 questions for tomorrow.

Is There Really Less Turnover in Fun Workplaces?

In first considering this question, my reflexive response is — of course! But do you know why fun contributes to less turnover? Hold onto that thought and see if it turns out to be the same answer that researchers came up with earlier this year.

Three researchers took a closer look at fun and the workplace. Specifically, they looked at how three forms of fun affected turnover: fun activities, coworker socializing, and manager support for fun. They looked at almost 300 servers (from 20 restaurants) at national restaurant chains in the US. So right away, we need to be careful generalizing these results outside of the service industry and in particular, servers at restaurants in the service industry. The results:

First, this research demonstrated that fun is significantly related to employee turnover, serving to further validate claims in the popular management press that fun has a beneficial impact on individuals and organizations. Second, this research highlighted that only some forms of fun relate directly to employee turnover. These results signal the importance of focusing on the component parts of workplace fun, rather than treating fun as a single construct, as has been done in other research (Fluegge, 2008; McDowell, 2004). Third, this research demonstrated that constituent attachment is a key mediator in the fun−turnover relationship. In doing so, this research has helped to answer how and why fun impacts the turnover process.

That third and final point is the key: constituent attachment is a key mediator in the fun-turnover relationship. Meaning, relationships/friendships at work help to mitigate one’s likelihood of quitting. And one way of enhancing relationships/friendships at work? Fun. That is, fun can facilitate the opportunities by which co-workers can get to know each other and develop relationships. By doing so, employees are less likely to quit.

So, while the research helped to confirm previously held thoughts about fun having an impact on employee turnover, the important discovery here is that fun isn’t the “end,” but merely the means to an end. By promoting and facilitating fun in a workplace environment, a manager can create the opportunity for employees to develop relationships.

As the researchers mention in the discussion section, I wonder how generalizable these results can be across industries. Of course, there’d need to be more research to validate it’s reliability in other industries, but my guess is that the results are going to hold across certain industries. For instance, I’d imagine that many office cultures that are similar to the restaurant industry might show a similar effect. That is, office cultures that have ups and downs in workloads, like you would find in the restaurant industry.

ResearchBlogging.orgM. J. Tews, J. W. Michel, & D. G. Allen (2014). Fun and friends: The impact of workplace fun and constituent attachment on turnover in a hospitality context Human Relations DOI: 10.1177/0018726713508143

85 People Have As Much Wealth as 3.5 Billion People

Just think about that headline for a second… 85 people have as much wealth as 3.5 billion people. Eighty-five vs. Three and a half billion. Maybe looking at the words isn’t enough, let’s look at it in numbers. 85 vs. 3,500,000,000. If I were graphically inclined, I’d make a quick “infographic” showing 85 people on one side and 3,500,000,00 on the other side. That’s an astronomical difference.

The article in The Guardian where I first read it had a good analogy:

The world’s wealthiest people aren’t known for travelling by bus, but if they fancied a change of scene then the richest 85 people on the globe could squeeze onto a single double-decker.

This isn’t the first time I’ve written about wealth inequality and it probably won’t be the last. There are two posts that come immediately to mind. The first is the one from a couple of years ago where I shared a graphic that came from a paper by two researchers studying the wealth distribution in the US. Most notably from the graphic was that the perception of American was way off from reality. Americans thought that the top 20% had approximately 60% of the wealth and they wanted the distribution to be that the top 20% was closer to 30%. In actuality, the top 20% (at the time) had close to 90% of all wealth in the US.

The second post was just under a year ago and it took a deeper look at the graphic that I shared in the first post. Someone animated the chart, that is to say, they made a video of the information to make it more accessible to people and it was shared heartily across the internet — it’s currently over 14,000,000 views.

So what does all of that have to do with today’s information? Well, as is pointed out in the article in The Guardian, the World Economic Forum is starting in a few days, so talking about these kinds of issues are important. That is, reminding folks that the people in attendance at Davos will make up well over half of the wealth in the entire world

The image I’ve used for this post comes from that same article and it’s how I’d like to finish today’s post. Take a look at the United States. In 1980, the top 1%’s share of the national income was 10%. In 20 years, that’s doubled to 20% (of the national income). There’s been movement in other countries, but none as great as the US. I’m not picking on the US, but it’s quite clear that if you’re interested in being part of the wealthiest sect of the world, the US is a good place to do just that.

My point in sharing this image is to forward the conversation on this matter. People have very different opinions on how money should be spent, especially when that money is tax dollars. I’m not necessarily trying to trumpet one opinion more than the other, but I think it’s important to highlight this massive disparity and question whether this is how we want to live in the world.