WEBVTT 1 00:00:00.840 --> 00:00:04.710 All right, so up next I'm gonna give you a masterclass 2 00:00:04.710 --> 00:00:09.300 in chart selection and charting sort of more broadly, 3 00:00:09.300 --> 00:00:12.090 essentially in three charts, all right? 4 00:00:12.090 --> 00:00:14.820 So here's the first chart. 5 00:00:14.820 --> 00:00:19.170 Now this chart, look at the title: Wealth by Age. 6 00:00:19.170 --> 00:00:20.730 Terrible title. (instructor laughing) 7 00:00:20.730 --> 00:00:21.630 So don't do that. 8 00:00:21.630 --> 00:00:23.640 We talked about that already. 9 00:00:23.640 --> 00:00:26.490 But let's see what's in this chart, okay? 10 00:00:26.490 --> 00:00:30.960 We have, on the Y axis, vertical trillions of dollars. 11 00:00:30.960 --> 00:00:33.573 On the X axis, we have time. 12 00:00:34.710 --> 00:00:37.620 We have colors depicting the different generations, okay? 13 00:00:37.620 --> 00:00:41.040 The darker green is the silent generation, 70 and older, 14 00:00:41.040 --> 00:00:42.540 boomers are the lighter green, 15 00:00:42.540 --> 00:00:44.700 gen X, my generation, in yellow, 16 00:00:44.700 --> 00:00:45.870 millennials in red. 17 00:00:45.870 --> 00:00:48.570 Okay, so let's read this chart 18 00:00:48.570 --> 00:00:52.080 and let's learn what we can from it, all right? 19 00:00:52.080 --> 00:00:56.700 So over here, 1990, the silent generation had about, 20 00:00:56.700 --> 00:00:59.370 I don't know, 5 trillion, maybe a little bit less. 21 00:00:59.370 --> 00:01:04.370 Over time, they had more trillions, okay? 22 00:01:04.530 --> 00:01:07.380 Maybe they ended up with like 25, a little bit more. 23 00:01:07.380 --> 00:01:08.213 Boomers. 24 00:01:08.213 --> 00:01:10.380 They had more trillions in 1990, a little bit, 25 00:01:10.380 --> 00:01:12.630 and over time, they got more. 26 00:01:12.630 --> 00:01:15.900 Gen X started with less, got more. 27 00:01:15.900 --> 00:01:18.543 Millennials, started with less, got more. 28 00:01:19.470 --> 00:01:24.470 So the only lesson so far is over time you get more money. 29 00:01:24.570 --> 00:01:25.403 Okay, fine. 30 00:01:25.403 --> 00:01:28.740 What else do I notice about this chart? 31 00:01:28.740 --> 00:01:32.160 Well, I notice that the silent generation has less trillions 32 00:01:32.160 --> 00:01:33.030 than the boomers. 33 00:01:33.030 --> 00:01:35.330 In fact, the boomers have more than everybody. 34 00:01:37.050 --> 00:01:40.890 Now, one thing that's important when I'm reading charts, 35 00:01:40.890 --> 00:01:42.420 I don't turn my brain off, right? 36 00:01:42.420 --> 00:01:43.500 I know things about the world. 37 00:01:43.500 --> 00:01:44.850 I'm a smart human 38 00:01:44.850 --> 00:01:47.460 and I know the boomers are the largest generation 39 00:01:47.460 --> 00:01:49.710 or they are a large generation. 40 00:01:49.710 --> 00:01:53.040 So maybe that's why they have more than these guys. 41 00:01:53.040 --> 00:01:53.873 What else do I notice? 42 00:01:53.873 --> 00:01:55.230 Gen X has less, but again, 43 00:01:55.230 --> 00:01:57.900 maybe because we're a smaller generation. 44 00:01:57.900 --> 00:01:59.430 Millennials have the least. 45 00:01:59.430 --> 00:02:02.400 That matches a lot of stories that I've read about. 46 00:02:02.400 --> 00:02:05.940 But millennials are also a lot younger, right? 47 00:02:05.940 --> 00:02:07.290 They're under 40. 48 00:02:07.290 --> 00:02:08.370 These guys are older, 49 00:02:08.370 --> 00:02:10.560 so, of course, they have less than them we can see 50 00:02:10.560 --> 00:02:12.720 on the chart over time to get more money. 51 00:02:12.720 --> 00:02:15.630 So I don't know that there's any real problem here 52 00:02:15.630 --> 00:02:18.003 for millennials in this chart. 53 00:02:18.960 --> 00:02:21.000 That's pretty much the extent of what I learned. 54 00:02:21.000 --> 00:02:23.190 One thing I may realize as I'm looking 55 00:02:23.190 --> 00:02:26.770 at this chart is that comparing the boomers here 56 00:02:27.720 --> 00:02:32.610 to the silent generation here isn't really right, right? 57 00:02:32.610 --> 00:02:37.610 Cause in 2020, the boomers are however old they are. 58 00:02:37.890 --> 00:02:40.380 The silent generation were that old back, 59 00:02:40.380 --> 00:02:41.910 like, here somewhere. 60 00:02:41.910 --> 00:02:44.010 So it's a little bit hard to compare apples to apples 61 00:02:44.010 --> 00:02:45.030 in this chart. 62 00:02:45.030 --> 00:02:46.770 All right, let's look at the next chart. 63 00:02:46.770 --> 00:02:51.600 This next chart is the same underlying data 64 00:02:51.600 --> 00:02:52.950 but look at how different it is 65 00:02:52.950 --> 00:02:55.320 and the different stories that come out of it. 66 00:02:55.320 --> 00:02:58.800 Instead of trillions of dollars on the Y-axis, 67 00:02:58.800 --> 00:03:03.120 now we have percentage share of wealth on the Y axis. 68 00:03:03.120 --> 00:03:04.620 Remember how I talked about the dollars, 69 00:03:04.620 --> 00:03:07.170 the values sometimes are way less useful 70 00:03:07.170 --> 00:03:09.360 than a rate of some kind, 71 00:03:09.360 --> 00:03:11.460 percentage share, okay. 72 00:03:11.460 --> 00:03:14.340 Down here, instead of time flowing by, 73 00:03:14.340 --> 00:03:18.000 we have millennial age, sorry, median age. 74 00:03:18.000 --> 00:03:20.790 Okay, let's read the chart and watch what happens. 75 00:03:20.790 --> 00:03:25.790 In 1990, the boomers were a median age of 35 76 00:03:26.280 --> 00:03:29.130 and they had 20% share of national wealth. 77 00:03:29.130 --> 00:03:33.930 Okay, as their median age increased, 78 00:03:33.930 --> 00:03:37.020 their share of national wealth increased. 79 00:03:37.020 --> 00:03:39.330 So that's similar to the story I saw on the other chart, 80 00:03:39.330 --> 00:03:40.710 maybe, I think. 81 00:03:40.710 --> 00:03:42.720 Over time, as you get older, you get more money. 82 00:03:42.720 --> 00:03:43.560 Fair enough. 83 00:03:43.560 --> 00:03:45.150 And a larger share in this case. 84 00:03:45.150 --> 00:03:46.770 Okay, fine. 85 00:03:46.770 --> 00:03:50.400 Gen X, actually, I don't know what year it was 86 00:03:50.400 --> 00:03:54.870 but whenever we were 35, okay, median age, 87 00:03:54.870 --> 00:03:57.660 we had about 8% share of national wealth. 88 00:03:57.660 --> 00:03:59.550 By the way, this reveals the genius 89 00:03:59.550 --> 00:04:01.110 of putting median age down here. 90 00:04:01.110 --> 00:04:02.760 It solves that problem I was pointing 91 00:04:02.760 --> 00:04:04.800 to on the previous chart. 92 00:04:04.800 --> 00:04:06.660 Where do I compare boomers to? 93 00:04:06.660 --> 00:04:09.390 The boomers at the end are younger 94 00:04:09.390 --> 00:04:12.390 than the silent generation that are right above them. 95 00:04:12.390 --> 00:04:13.980 I had to move it over to figure out where, 96 00:04:13.980 --> 00:04:15.840 and I don't know exactly where to compare them 97 00:04:15.840 --> 00:04:17.010 to on that other chart. 98 00:04:17.010 --> 00:04:20.460 Here, I can compare apples to apples in this vertical line. 99 00:04:20.460 --> 00:04:23.040 So we had 8% share of national wealth 100 00:04:23.040 --> 00:04:24.990 at the same age as boomers. 101 00:04:24.990 --> 00:04:26.430 Listen, we're a smaller generation. 102 00:04:26.430 --> 00:04:28.950 Maybe that's why I'm not concerned yet. 103 00:04:28.950 --> 00:04:30.360 As we're getting older, 104 00:04:30.360 --> 00:04:32.640 our share of wealth is also going up. 105 00:04:32.640 --> 00:04:34.950 Now, it's not as steep a line. 106 00:04:34.950 --> 00:04:36.900 This is a much steeper line. 107 00:04:36.900 --> 00:04:38.580 But I'm not quite sure what that means yet. 108 00:04:38.580 --> 00:04:41.433 Okay, millennials, they're not 35 yet, 109 00:04:42.450 --> 00:04:44.400 but a few more years have gone by 110 00:04:44.400 --> 00:04:47.520 and if the line continues in the same angle, 111 00:04:47.520 --> 00:04:49.920 and we learned about the danger of extrapolating lines, 112 00:04:49.920 --> 00:04:50.753 right, back when we talked 113 00:04:50.753 --> 00:04:53.070 about data literacy several weeks back. 114 00:04:53.070 --> 00:04:54.660 But even so, I think maybe this line 115 00:04:54.660 --> 00:04:56.460 is pretty consistently going like this. 116 00:04:56.460 --> 00:04:59.070 If it keeps going like that, millennials will be lucky 117 00:04:59.070 --> 00:05:01.800 to have 5% share of national wealth. 118 00:05:01.800 --> 00:05:05.670 By the way, millennials are another giant generation. 119 00:05:05.670 --> 00:05:08.340 In fact, they may be larger than the boomers. 120 00:05:08.340 --> 00:05:12.780 So now for the first time, I am seeing the problem. 121 00:05:12.780 --> 00:05:14.220 Millennials are down here. 122 00:05:14.220 --> 00:05:17.280 They should be up here somewhere. 123 00:05:17.280 --> 00:05:19.533 Okay, let's look at the next chart. 124 00:05:20.490 --> 00:05:23.340 Here we have share of national wealth. 125 00:05:23.340 --> 00:05:24.960 The same thing we saw in the vertical axis 126 00:05:24.960 --> 00:05:27.780 in the previous chart is now in the horizontal axis. 127 00:05:27.780 --> 00:05:30.090 And now we're finally factoring in population. 128 00:05:30.090 --> 00:05:31.800 I don't have to know what I think I know 129 00:05:31.800 --> 00:05:33.240 about population size. 130 00:05:33.240 --> 00:05:36.810 Here it's accounted for as a percentage again. 131 00:05:36.810 --> 00:05:39.630 So share of population, share of national wealth. 132 00:05:39.630 --> 00:05:40.950 Okay, so let's read the chart. 133 00:05:40.950 --> 00:05:44.133 Boomers 1990, median age of 34. 134 00:05:45.720 --> 00:05:46.553 Hold on. 135 00:05:46.553 --> 00:05:49.350 I thought the last chart said the median age was 35 in 1990. 136 00:05:49.350 --> 00:05:50.640 I'm gonna pretend I didn't see that. 137 00:05:50.640 --> 00:05:52.230 Let's just ignore that for now. 138 00:05:52.230 --> 00:05:54.990 So median age, whatever it is, 1990, 139 00:05:54.990 --> 00:05:59.070 boomers had almost 50% share of population 140 00:05:59.070 --> 00:06:02.280 and they had about 20% share of national wealth. 141 00:06:02.280 --> 00:06:05.790 Okay, over time, 142 00:06:05.790 --> 00:06:09.510 as their share of population is decreasing, 143 00:06:09.510 --> 00:06:13.443 their share of national wealth is increasing. 144 00:06:14.580 --> 00:06:16.050 Aha. 145 00:06:16.050 --> 00:06:18.120 That's weird. 146 00:06:18.120 --> 00:06:22.860 We would not expect as your share of population decreases 147 00:06:22.860 --> 00:06:24.360 that your share of wealth would increase. 148 00:06:24.360 --> 00:06:27.120 So in other words, a line in this particular chart 149 00:06:27.120 --> 00:06:28.380 which is a weird type of chart, 150 00:06:28.380 --> 00:06:30.060 which I'll talk about in a second, 151 00:06:30.060 --> 00:06:32.970 the lines should not go this way. 152 00:06:32.970 --> 00:06:34.770 And in fact, what the lines should do is 153 00:06:34.770 --> 00:06:36.570 what the silent generation line is doing. 154 00:06:36.570 --> 00:06:37.403 Look at them. 155 00:06:38.340 --> 00:06:42.450 In 1990, they had 50% share of population. 156 00:06:42.450 --> 00:06:44.850 They had 80% share of national wealth. 157 00:06:44.850 --> 00:06:46.590 By the way, that's an interesting insight right there. 158 00:06:46.590 --> 00:06:50.310 80% share of wealth the silent generation had at one point. 159 00:06:50.310 --> 00:06:54.990 Now, as their share of population decreased, 160 00:06:54.990 --> 00:06:57.930 their share of national wealth also decreased. 161 00:06:57.930 --> 00:07:00.870 And in fact, it's nearly, like, a one to one ratio. 162 00:07:00.870 --> 00:07:02.970 For every 10% they lose this way, 163 00:07:02.970 --> 00:07:06.000 they lose 10% that way pretty much consistently. 164 00:07:06.000 --> 00:07:10.260 So lines on this chart should go down into the left 165 00:07:10.260 --> 00:07:12.810 if it was behaving in what feels like a normal way. 166 00:07:14.130 --> 00:07:17.460 Gen X increasing share population peaked 167 00:07:17.460 --> 00:07:19.230 in, like, 2000 or so. 168 00:07:19.230 --> 00:07:21.030 Already starting to come down. 169 00:07:21.030 --> 00:07:22.380 Our share of wealth is increasing. 170 00:07:22.380 --> 00:07:23.220 But look at all these dots, 171 00:07:23.220 --> 00:07:25.440 all these markers right next to each other. 172 00:07:25.440 --> 00:07:27.090 It's not moving a lot. 173 00:07:27.090 --> 00:07:29.700 It's not looking too promising compared to the boomers 174 00:07:29.700 --> 00:07:30.810 as an example. 175 00:07:30.810 --> 00:07:33.030 Millennials, skyrocketing share population. 176 00:07:33.030 --> 00:07:34.680 It's gonna go all the way up and up and up and up. 177 00:07:34.680 --> 00:07:36.960 I don't know how high it's gonna get at some point, 178 00:07:36.960 --> 00:07:39.660 but boy, there's very little movement to the right. 179 00:07:39.660 --> 00:07:43.260 Their share of wealth is not changing at all so far. 180 00:07:43.260 --> 00:07:47.220 Now, this data does not factor in inheritance. 181 00:07:47.220 --> 00:07:52.050 This is not the entire story, but the story is clear. 182 00:07:52.050 --> 00:07:53.430 Boomers have more 183 00:07:53.430 --> 00:07:57.330 and are gaining more over time than one would expect. 184 00:07:57.330 --> 00:08:00.720 Everybody else is not doing so well. 185 00:08:00.720 --> 00:08:02.160 Okay, 186 00:08:02.160 --> 00:08:06.360 these are three wildly different stories, right? 187 00:08:06.360 --> 00:08:11.190 This chart taught us almost nothing useful. 188 00:08:11.190 --> 00:08:12.120 Maybe not even, almost. 189 00:08:12.120 --> 00:08:14.160 It taught us nothing useful, okay? 190 00:08:14.160 --> 00:08:17.820 This chart revealed that millennials have a problem. 191 00:08:17.820 --> 00:08:19.170 This chart really brought it home 192 00:08:19.170 --> 00:08:21.450 by factoring in population. 193 00:08:21.450 --> 00:08:24.870 So these charts, this one and this one, 194 00:08:24.870 --> 00:08:27.030 this is a particular chart type. 195 00:08:27.030 --> 00:08:29.160 It's called a connected scatter plot. 196 00:08:29.160 --> 00:08:30.720 It's just a scatter plot. 197 00:08:30.720 --> 00:08:34.380 I have two variables, Y axis, X axis, 198 00:08:34.380 --> 00:08:37.200 percentage of population, percentage of national wealth 199 00:08:37.200 --> 00:08:38.910 and I have dots showing the correlation 200 00:08:38.910 --> 00:08:40.500 between those two things. 201 00:08:40.500 --> 00:08:44.370 But because the dots are the years, 202 00:08:44.370 --> 00:08:47.850 I'm able to connect them and even show the directionality. 203 00:08:47.850 --> 00:08:49.770 So this is a weird chart type, 204 00:08:49.770 --> 00:08:52.350 not a chart I would put in USA Today 205 00:08:52.350 --> 00:08:55.560 but it's a chart that if I had time to explain it to people, 206 00:08:55.560 --> 00:08:56.910 it reveals interesting things 207 00:08:56.910 --> 00:08:59.040 about how things are changing over time 208 00:08:59.040 --> 00:09:00.450 while showing the correlation 209 00:09:00.450 --> 00:09:02.343 between these two primary variables. 210 00:09:03.210 --> 00:09:05.280 Gen X, look at our line, it goes up, 211 00:09:05.280 --> 00:09:06.660 and then it does a little loop-de-loop 212 00:09:06.660 --> 00:09:08.160 before it comes back down. 213 00:09:08.160 --> 00:09:09.300 This line goes in one direction. 214 00:09:09.300 --> 00:09:10.440 This line goes in another direction. 215 00:09:10.440 --> 00:09:11.790 It's a weird chart type 216 00:09:11.790 --> 00:09:15.330 but incredibly powerful when used properly. 217 00:09:15.330 --> 00:09:19.890 By the way, why does this chart suck? 218 00:09:19.890 --> 00:09:22.350 What's so wrong with this chart? 219 00:09:22.350 --> 00:09:26.250 Well, it's trillions of dollars instead of a rate. 220 00:09:26.250 --> 00:09:28.140 It's time instead of a median age. 221 00:09:28.140 --> 00:09:29.550 So I can't compare apples to apples. 222 00:09:29.550 --> 00:09:31.020 It's a variety of things. 223 00:09:31.020 --> 00:09:33.090 But what happened? 224 00:09:33.090 --> 00:09:36.120 Can we imagine what happened 225 00:09:36.120 --> 00:09:38.400 to the person making this chart? 226 00:09:38.400 --> 00:09:39.570 I'll tell you exactly what happened. 227 00:09:39.570 --> 00:09:42.060 It's a guess, but I'm, like, 99% sure. 228 00:09:42.060 --> 00:09:46.320 I guarantee you the data in the spreadsheet 229 00:09:46.320 --> 00:09:49.770 that this person was working with had one row 230 00:09:49.770 --> 00:09:52.200 per generation per year. 231 00:09:52.200 --> 00:09:55.590 So 1990, silent generation, 5 trillion, 232 00:09:55.590 --> 00:09:58.710 1991, silent generation, 5.2 trillion, 233 00:09:58.710 --> 00:09:59.543 et cetera, et cetera, et cetera. 234 00:09:59.543 --> 00:10:01.380 So in other words, the raw data was exactly what we see. 235 00:10:01.380 --> 00:10:04.083 Trillions of dollars, time, generation. 236 00:10:05.010 --> 00:10:06.933 So all they did, this person, 237 00:10:07.980 --> 00:10:10.587 was they said, "Okay, these are my variables." 238 00:10:11.610 --> 00:10:13.770 You know, stacked area chart. 239 00:10:13.770 --> 00:10:16.320 In other words, they put zero intentionality into it. 240 00:10:16.320 --> 00:10:17.730 Zero thought. 241 00:10:17.730 --> 00:10:20.910 These charts they put thought into. 242 00:10:20.910 --> 00:10:22.950 What do we need from this data? 243 00:10:22.950 --> 00:10:25.320 I don't need to know that over time you get more money. 244 00:10:25.320 --> 00:10:26.610 That's useless. 245 00:10:26.610 --> 00:10:29.250 What I need to see is how are these guys doing compared 246 00:10:29.250 --> 00:10:30.083 to each other? 247 00:10:30.083 --> 00:10:33.360 And factoring in the rate, the median age, 248 00:10:33.360 --> 00:10:35.880 and in this case, also the population. 249 00:10:35.880 --> 00:10:37.293 These are fantastic charts.