Hello Managers,   After a month-long hiatus, Dad’s finally back with some new content. I was planning to do a simple Year in Review post, but then I thought “why not give the readers what they really want?” So, lucky for you, instead of a look back at just one year, I’ll be looking back over the past five years. Dad’s Column is only Dad’s Column if we take things to the extreme and go over the top. That being said, I have taken to heart many readers’ concerns that some of these posts were getting too long. I apologize, I didn’t realize most of y’all were so bad at reading. “6000 words? That’s WAY too much!” said Graeme Fish. “Wait, you can read??” replied Dad. Sometimes I forget that the bulk of my readership is entering their mid 20s, meaning their age has finally surpassed their IQ. Since I honestly don’t think I’m capable of cramming this Year in Review into one small post, I have broken it up into multiple parts so that each can be shorter. I hope this makes it easier for you idiots to read. As of now I am planning on this to be split into only two parts. If that stretches to three, or four, or five, don’t be surprised. Finally, I’ve modeled this post after Stepdad’s gracious filler content earlier this month. Reading about the relationship between team name length and team success may not be the most thrilling content, but it did get me thinking: what actually leads to a team’s success? How are winning teams built? And what can we learn from the worst teams of the past five seasons? This post is a bit of a departure from previous posts, as the intent here is for you to maybe actually kind of learn something. Are my methods questionable? Possibly. Is the science good? Let’s just say I have a poor understanding of numbers and a loose relationship with the truth. But at least I’m not Stepdad, which means we’re off to a pretty good start.   Five Years in Review This league humbly began with a 12-team draft back in 2018. Everything went about exactly as expected: Cody won, Dad finished in 2 nd , and every other team was hundreds of points behind. The competition was essentially over by the end of World Cup 1. Fast forward 5 years and the league has grown to 40 teams. Our defending champion is still Cody, Dad is still roughly in 2 nd (give or take 10 or 15 spots), and there are plenty of teams that constantly find themselves hundreds of points back. But not every team. Currently leading our league is a veteran manager who is trying to beat his league personal best of 5 th place that he set back in that inaugural 2018-2019 season. Last year we saw Sky Guy narrowly miss the top spot in the very last day of the season. The Melines shared the podium during the messy COVID/Russian ban season of 2021-2022, and the original Creatures of Habit held on to the league title ahead of a surging Dwightdaddy69 back in 2019-2020. Each of these top teams had a different roster of 10 skaters, but there are still a lot of similarities among these teams. Team construction isn’t something we talk about much in this column, but having a rough idea of how you want your team to look like come Draft Night and having a strategy to achieve that will set you well ahead of the shitters of the league. Don’t know what you want your team to look like? Then it’s time to start asking some questions: Do male skaters outperform female skaters? Should I draft my team solely off the results from Dutch Trials? Is it possible to rely too much on sprinters? Does it matter how many events my skaters compete in? And why is North America a cesspool for underwhelming draft picks? I’ve gone back and looked at the best and worst teams of the last five seasons. For the top teams, I selected the five best teams from each of the past 4 seasons as well as the four best teams from the 2018-2019 season. That adds up to 24 teams who collectively made 232 draft picks (the league changed from 8 skaters per team to 10 for the 2019-2020 season). For the worst teams, I did the same but from the opposite end of the standings. Since the super short COVID bubble season of 2020-2021 messes with our data a bit (like the near absence of non-European skaters) and the 2018-2019 fantasy season featured a much shorter skater list, for some of the things we’ll be looking at I’ll be focusing on the past two seasons. This means the top/bottom 5 teams from each of those two season, so 10 good/bad teams and 100 draft picks on each end of the spectrum (which makes percentages easy to calculate even for someone of my mathematic ability). When comparing the top teams against the bottom teams, what can we learn?   Does Geography Matter? Home Country Bias One thing that I’ve noticed year after year is that the teams greedily winning all the Emins tend to have a lot of Canadians on their roster. On the flip side, good teams seem to lack Canadian skaters. Cody has outright won the league twice, landed on the podium two more times, and his worst ever finish was 7 th . Over those five seasons, Cody drafted a single Canadian. Not one Canadian a season, but one Canadian total. Since the inception of the league, only two teams have finished in the top 5 of the league standings with more than a single Canadian on their roster (with the most recent example coming from the 2020 draft). On the flip side, bad teams seem to be full of these pesky Canadians. Last year's losing team ( CBT ) had three Canadians, the famed Even Steven's Semen Eating Emins of 2018-2019 had three Canadians, and Marc-André's legendarily bad 2021-22 roster had a whopping five Canadians. Don't be like these managers. Now, before Stepdad rushes to the comments to call these examples out as cherry picked or anecdotal, I’ll provide some numbers (if you can’t count beyond 10, I would maybe stop reading here). The bottom teams of the last 5 seasons drafted 36 Canadians out of 232 draft slots. That's almost 16% of their draft picks being Canadian skaters. The rate has been quickly increasing, with 22 of those coming in the past two seasons (out of a possible 100 draft picks, so 22% of picks). The top teams have drafted a total of 16 Canadian skaters over the past five seasons, well under half the rate that bottom teams draft Canadians. Once again, the more recent years show an even more alarming trend. Only 6 of those 16 Canadians have come in the past two seasons (out of a possible 100 draft picks, so 6%). This means that the worst teams have recently been drafting Canadians at almost 4x the rate of the best teams. Why do teams with Canadians suck? We all know that some Canadian picks tend to overperform, such as Ivanie Blondin after the 1 st round. My best guess would be that the weaker managers run out of picks early on Draft Night and struggle to fill the last few slots on their team. Since they don’t have a long enough list of picks to get through the full draft, they start to rely too much on skaters that they are more familiar with which often means drafting a (weaker) Canadian skater. Picking Ivanie or Larry in the early rounds doesn’t doom your team just because you’ve drafted a Canadian, but picking Marsha, Tyson, Kaylin, Lina, or Anders in the late rounds of the draft simply because you can’t think of better names from other parts of the world usually ends up with you losing your $10. Long story short, stop drafting so many Canadians and maybe you'll have a chance. We only have to look at last year's winning team to see how well a Canadian-less team can perform.   Meer Nederlanders = Goed? The Dutch produce more than enough skaters for managers to look no further than Dutch Trials when studying for Draft Night. The old saying “winning Dutch Trials is harder than winning an Olympic medal” is so obviously not true, but it’s also not the craziest thing I’ve ever heard. Dutch skaters that qualify for their first World Cup season really do outperform other countries’ rookies. Last year we saw Snellink, Grevelt, and Wennemars all crush international podiums by their second World Cup, and de Boo looks like he’s threatening to make a serious impact by the end of this season. So can you get away with just drafting Dutch skaters? Or are they safe to ignore? Over the past five seasons, the bottom teams drafted 61 Dutch skaters. Over the same period, 70 Dutch skaters were drafted by top teams. At first glance, things look relatively equal. Maybe drafting Dutch skaters has little bearing on a team's success? Though, if we look under the hood, we see that things aren't quite that simple. Going back to the first two season of our league, the podium teams drafted 14 Dutch skaters and the bottom three drafted 22. The league podium finishers from the last two seasons have a cumulative 20 Dutch skaters, while the bottom three teams of the past two season have a total of 13. In two of the last three seasons, the worst team in the league had zero Dutch skaters. Over time, the best teams have gone from drafting fewer to more Dutch skaters. The current meta seems to favour stacking up on the Dutch elite, but it was only a few seasons ago that having more Dutch skaters correlated negatively with fantasy league success.   It's also important to note which rounds each team is drafting Dutch skaters in. Simply having enough Dutch skaters probably isn’t enough to win; one needs to draft Dutch skaters in the right rounds of the draft too. Here is a table showing the number of Dutch skaters picked in each round of the draft by the five best teams in each of the past five seasons. There are three phases of the draft in which good teams pick Dutch skaters. In the first three rounds, the best teams appear to be loading up on elite Dutch skaters (examples would be Roest, Schouten, Groenewoud, Rijpma-de Jong). In the next three rounds, the best teams appear to be avoiding Dutch skaters. In four of the first five seasons in this league, the top teams didn’t pick a single Dutch skater in the 5th round. Finally, picking Dutch skaters in the late rounds of the draft seems to tick up a bit as managers make bets on risky skaters with relatively high ceilings (such as Dijs, Hoolwerf, or Michelle de Jong). Now let’s compare this to the historically worst teams. Here is a table showing the number of Dutch skaters picked in each round by the five worst teams in each of the past five seasons. In this table, the three phases are a lot harder to make out. Bad teams seem to pick Dutch skaters at a fairly consistent rate across each phase of the draft. When compared to the top teams, this becomes very obvious. The following table shows how many Dutch skaters the five best and worst teams pick in each phase of the draft. So, why are these three phases so important, particularly for Dutch skaters? During the early rounds, picking the absolute top skaters is a must. You may not be able to win in the first round (just take a quick look at how bad this year’s crop of teams with Stolz is doing), but you can definitely lose the league in the first round (Yank taking Haotian Wang in the 1 st last year was the first step to his all-time worst team, earning the least points ever seen in a full season). Picking the big Dutch names (such as Roest, Schouten, or Groenewoud) early in the draft almost always pays off. These skaters race a lot, earn lots of points when they race, and almost always clutch up at Worlds. Drafting the second tier of Dutch skaters carries a lot more risk and this is likely why the top teams seem to avoid Dutch skaters over the middle phase of the draft. Skaters like Otterspeer, Fledderus, and Michelle de Jong are good skaters, but what if they don’t make World Champs? What if they miss the winter World Cups? If you take these skaters and they qualify for everything, then you’ve likely made a very good pick. But skaters at this level too often end up burning their team by underperforming later in the season. Just ask any hopeful manager that drafted Hollaar, Visser, Ntab, or Verbij over the past few seasons. In the final phase of the draft, top teams usually start exposing themselves to a bit more risk. Taking a dud in the first 6 rounds really hurts, but screwing up in the 8 th or 9 th round can almost always be fixed with a quick free agent pickup. Otterspeer, Fledderus, and de Jong might be risky picks in the 2 nd phase, but near the end of the draft they are usually the skaters on the market with the highest points ceiling. They are joined by other Dutch skaters like Hoolwerf who are absolutely worth picking but just not good enough to ever justify being selected in the first two phases. Whether managers are looking to go big or go home, or they just need another steady earning points option, there are usually plenty of solid Dutch names available in the final phase of the draft. So what’s the lesson here? Well, Dutch skaters aren’t inherently bad by any means. But, because of how competitive Dutch trials is, picking skaters in the first two phases who have a high chance of seeing their season cut short can end up costing your team a lot. Early in the draft, don’t bother to shy away from the big Dutch names (and no, winning Dutch trials does not make them a big Dutch name – previous World Cup success is usually much more important!). In the middle phase of the draft, maybe lean away from taking some of the riskier names. If Kjeld falls to you in the 4 th or 5 th , don’t avoid drafting him just because Dad said to avoid Dutch skaters in the middle rounds. But if you have a choice between drafting David Bosa, who will race everything every damn season, and Merijn Scheperkamp, who may only end up skating a handful of World Cups, maybe you should think twice about instantly picking Scheperkamp even if he really is the better skater. The best skaters don’t always make the World Cups and your “better” skaters won’t do your fantasy team much good if they’re not competing internationally.   Europeans vs The World Finally, there is a third countries-related category that is useful when comparing the best and the worst teams of past seasons. Are European skaters generally a safer bet than non-Europeans? Or are Asia and North America untapped wells full of rich talent? For this category, we had to rely mostly on the last two years of data since the COVID bubble season really skewed the numbers due to the lack of non-European skaters that went to Heerenveen to compete. Much like when I looked at Canadian skaters and Dutch skaters, there was a clear difference between what the best and worst teams were doing here. The bottom five teams of the past two seasons drafted 45 European skaters out of a total of 100 draft slots. The top teams drafted a whopping 68 European skaters over the same period. This means that the bottom teams had over half their rosters coming from Asia and North America (surprisingly, none of these teams drafted skaters from New Zealand or Australia the past two seasons) while the best teams tend to limit the number of Asian and North American skaters to less than a third of their roster. I think a large part of this is similar to the home-country bias that we saw with Canadian skaters being overpicked by bad managers. Additionally, the fast pre-season times that we see coming out of Calgary and Salt Lake City usually make Canadians and Americans look very strong on the global leaderboards heading into Draft Night. For lazy managers that simply look at the SpeedSkatingResults pre-season leaderboards, skaters like Cooper Mcleod and Carolina Hiller look super strong going into the first World Cup. Between the fast altitude-induced times and the familiar North American names, it’s not surprising that bad managers fall into the trap of picking too many North American skaters. Interestingly, it has been suggested to me by Stepdad that Asian skaters are underpicked by bad teams and that Asia really is the untapped market of the skating world. A very brief look at this shows that bad teams pick more Asians than good teams do, coming in at 25 and 18 respectively over the past two seasons. This very brief and inadequate analysis suggest that bad teams are overpicking all skaters from outside of Europe, but I invite Stepdad to contest my findings by means of a more legitimate analysis, possibly based more on numbers than vibes. I’m quickly running out of space as I just remember that I promised to keep this post relatively short. In summary, we’ve so far found out that 1) picking Canadian skaters = bad, 2) picking Dutch skaters = situationally bad, and 3) picking Europeans = generally good. I’ll follow this post up soon with a look at some other questions such as when to pick skaters of each sex, do your skaters need to race multiple distances for your team to succeed, and is there a benefit to scoring points in all distance categories or can a specialized team really win?   Until next time, Dad