525 karma · joined August 30, 2019
Back of the hand says that if you invest 10,000/yr from 20 to 30 you'll have saved ~$100,000. And then 7% and with the rule of 72 is then: 30: 100,000 40: 200,000 50: 400,000 60: 800,000 70: 1,600,000.
S&P is closer to 12% than 7% which means you might be able to get away with saving less aggressively or earlier retirement. If you are able bodied and willing to learn a trade you should be able to make atleast 20/hr. I made 19/hr right out of college as a manufacturing technician and saved ~1000 month. You have to sacrifice to do this e.g. live with roommates in a cheap area, rarely go out to drink/eat etc., but if you start early, don't have kids and save aggressively its very doable. I didn't completely live like a monk, I bought a canoe and went canoeing most weekends and had a rock gym membership for one year while doing this and a martial arts membership the other year. I also lived one block from the projects in a 3-1 with 3 other people so rent was tiny and ate rice and beans + chicken thighs or eggs 3-4 times a week for dinner to keep the cost of food down. Its straight forward on median salary, but you have to sacrifice. The budget is straight forward too: The budget is simple, you get 400 for rent, 400 for food, 400 for transportation, 400 for bills (internet, electric, water, sewage), 200 for health care expenses, 100 float and 100 for fun. You can even do it in SF if you do two people to a room (just like dorms in college) in a large house--transportation will goes down, rent might go up and food probably goes up as well.
You could also work 50 hours a week and save that extra 25% of salary which again at entry level in the trades would yield you close to 10,000/year (minus taxes but hello IRA). The Dave Ramsey retirement calculator says that if you save 1500/month from 22-25 you with 10% returns and no savings after that you'll become a millionaire at about age 53. You can make that happen as an entry level mechanic who lives like I did who works an average 10 hours of overtime a week.
Perhaps you can invest in lower risk dividend stocks which will pay out your interest + a little and 3x. If we assume those stocks only make 4% but also pay out 3% then you are looking at 16% returns. Moreover when those dividends get raised you are doing even better.
Leverage can go a long way if used well.
For GE's digital twins in the jet engines, they will build a high fidelity representation of the each individual engine based on as built parts, and then they will simulate every flight based on accelerometers, force sensors, humidity sensors, temperature and pressure sensors which they have placed in the engine. This is different from a general model or simulation which will build a model from CAD and then have a series of expected flight simulations and use that to predict life of the engine.
Of course, the contractors probably skim a little bit off the top of the 20 million back to themselves. They might for example bill for machine team on the CNC or charge $200/hr per an employee and only pay $60 (note that they have expenses for training, downtime, office space, equipment and management which that 200/hour needs to account for so the employee isn't getting screwed that badly.
Less moral contractors might build projects which intentionally fail but meet the specifications so that the gov't needs to execute a change order at which point they would get additional fee as part of the change order, however with the DOD you can get your company put on a blacklist which will mean you cannot win any more DOD contracts. But I have heard of a California construction company doing that repeatedly over the course of 30 years successfully. In the dod world, most companies try to propose improvements to the original contract. Typically they will have yearly goals associated with submitting and winning change orders as its an easier source of revenue than bidding and winning new contracts which typically have a 30% win rate.
Georgia and Atlanta have unsustainable growth which their natural resources can't support and are trying to pass off the externalities onto their neighbors. I am biased as a former resident of both Tennessee and Florida.
On one hand the internet and the big data platforms of Amazon, facebook etc. have allowed this economy and communities based on esoteric interests, but on the other hand they are able to manipulate us else like nobodies business and greed ensures that if it isn't being used adversarially now it will certainly be in the future.
I agree that you have to a some point learn how to approach problems which you haven't seen before, but almost every field I have seen, the right way is to start by copying solutions of others until you understand it and then riffing from there. My father was a professor/researcher and he said you shouldn't start a problem unless you knew what your solution was and what you expected it to provide.
In fact much of the research work I have done is see if technique from field x will apply to field y after I have become an expert in field y. Or push to edge of field y and take the next logical step. But pushing to the edge of field y almost always requires working through the solutions of the people who have been there before rather than reinventing the wheel.
When I took electrodynamics the first semester I worked through all the problems myself. I started on Sunday would ask questions Monday and Tuesday where I was stuck and the process took me 20ish hours each week. When I took the second semester, a couple of the other students had the solution manual. I would attempt the problem, then when I got stuck, I would consult the solutions manual, understand what the solution manual was doing, then go back to my work and understand the problem. It would help me track down errors I made in algebra. I ended up spending about 10 hours a week on the problem sets, understood the material better (as well as the material from other classes) and got better grades (on both tests without solutions and homework).
I used to tutor kids in physics and one of my students went from a C at midterm to an A because there was real time feedback for the homework he is trying to do so he was able to grok the material. Worked out solutions to the homework problems is the next best thing.
When I was teaching myself machine learning, it was the same deal, I started working through other peoples worked out problems, it helped me grow my programming skills and learn machine learning more effectively. I would take their code break it down, add comments to lines I didn't understand on first reading and ran the programs.
Learning from solutions is one of the best ways to learn. And it is stupid to have to do twice as much work for the homework problems because some kids might cheat themselves. The alternative for students who have gotten behind or don't know the background is that they don't learn the material because you don't have . The solutions manual gives them an opportunity to catch up.
Argument for cascading.
We saw something similar in the 90s where health care prices plummeted as the now winners developed and convinced the public that their monopolies were good. Now they are able increase prices by 15-20%/yr into the foreseeable future.
This is not a prediction (per se), but a statement that we should realize that monopolistic might be good for the consumer in the short term but bad in the long term.
Chapter 5 is also a doozy in terms of explaining some of the things going on currently.
http://www.med.mcgill.ca/epidemiology/hanley/bios601/Gaussia...
As a pedantic side note, this is why your batteries die, the copper leads begins to fatigue and fracture due to stresses from thermal cycling.
[1] https://roman.gsfc.nasa.gov/
[2] https://lisa.nasa.gov/ , https://www.esa.int/Science_Exploration/Space_Science/LISA