Thursday, June 30, 2016

Ch. 1: The Solow Growth Model


SS 1.1 Basic Facts


The main conclusion of the Solow model is that accumulation of physical capital cannot account for either the vast growth over time in output per person or the vast geographic differences in output per person.

 SS 1.2 Assumptions of the Solow Model


Model: $Y(t)= F\left( K\left(t\right), A\left(t\right) \cdot L\left(t\right) \right)$

where
Y= output
K= capital
A= knowledge (effectiveness of labor)
L= labor
t= time


  • At any given time the economy has some level of $A$ and $L$. 
  •  t does not enter the production function $F$ directly, it enters $F$ via $K$, $A$, and $L$. Hence, $Y$ changes over time only if $K$, $A$, or $L$ change over time. 
  • For given level of inputs, $Y$ increases (we have technological progress) only if $A$ increases. (check this) 
  • $A$ and $L$ enter multiplicatively as $AL$, which is labeled effective labor. Technological progress that enters $F$ as $AL$ is known as labor augmenting or Harrod-Neutral. 
  • Technological progress can enter $F$ in other ways 
  1. $Y=F\left( AK,L \right)$, Capital Augmenting $Y=AF\left(K,L\right)$, Hicks-Neutral 
  2. The assumption that $A$ enters $F$ as $AL$ will imply that the capital output ratio $K/Y$ settles down (behaves constant); in practice there is no upward or downward trend in $K/Y$. This assumption makes the analysis much easier. 


 ####Assumptions Concerning F * Constant returns to scale: $F\left( cK, cAL \right)=cF\left( K, AL \right)$, for all $c\geq 0$. For example, doubling K and L (i.e. c=2), holding $A$ fixed, also doubles output. The assumption of constant returns to scale breaks down into two smaller assumptions: 1. The economy is large enough that gains from specialization have been exhausted. If the economy were small we would expect that further specialization would more than double output as we double $K$ and $L$. Hence, we expect that extra $K$ and $L$ will be used in the same way so that no extra gains are obtained from specialization. 2. Inputs other than capital, labor, and knowledge are not that important. In particular we are neglecting land and natural resources. If natural resources are important then doubling $K$ and $L$ can result in less than double output. In practice, natural resources do not appear to constraint growth. Hence, this assumption seems to be a reasonable approximation. Constant Returns assumption allows us to work with the production function in intensive form: Let $c=1/AL$ $\Rightarrow cF(K,AL)= F(cK,cAL)=F(K/AL, 1)$ That is, **EQ 1.3:** $F(K/AL, 1)= \dfrac{1}{AL} F(K,AL)$ * K/AL is capital per unit of effective labor. * Y/AL=F/AL is output per unit of effective labor. Let $k=K/AL$, $y=Y/AL$, and $f(k)=F(k,1)$. Then, $y=Y/AL=\dfrac{F(K,AL)}{AL}=F(K/AL,1)=F(k,1)=f(k)$. We can write equation 1.3 as output per unit of effective labor as a function of capital per unit of effective labor. **EQ 1.4:** $y=f(k)$. * It's easier to analyze the behavior of $k$ than to analyze the behavior of $K$ and $AL$. We study $k$ to learn about the behavior of $K$ and $AL$. **Note:** Equation 1.4 divides the economy into $AL$ small economies that depend on one unit of effective labor and $K/AL$ units of capital. Since $F$ has constant returns to scale, each of these economies produces $1/AL$ as much output as the large economy. Hence, the amount of output per unit of effective labor depends only on the quantity of capital per unit of effective labor and not on the over all size of the economy. ####Intensive Production Function Assumptions * $f(0)=0$ * $f'(k) > 0$ * $f''(k) < 0$ Using the chain rule and the fact that $F(K,AL)=AL f(K/AL)$, we obtain the following $\dfrac{\partial F(K,AL)}{\partial K}$ $=AL \dfrac{df(K/AL)}{dK} \cdot \dfrac{d(K/AL)}{dK}$ $=ALf'(K/AL) \cdot 1/AL \cdot \dfrac{dK}{dK}$ $=\dfrac{AL}{AL}f'(K/AL)$ $ = f'(K/AL)$ $=f'(k)$ Thus, the assumption that $f'(k)$ is positive and $f'(k)$ is negative imply that the marginal product of capital is positive, but that it declines as capital (per unit of effective labor) rises. * Inada Conditions: $\displaystyle \lim_{k \to 0} f'(k)= \infty$ $\displaystyle \lim_{k \to \infty} f'(k)= 0$ This assumption says that the marginal product of capital (MPK) is very large when the capital stock is sufficiently small (small amounts of capital go along way in this interval) and MPK becomes very small as capital stock becomes large (we might not be able to utilize such large amounts of capital). These assumptions ensure that the path of the economy does not diverge. ##Insert Figure 1.1 ####The Cob-Douglas example: $F=(K, AL)= K^{\alpha}(AL)^{1-\alpha}$, for $0 < \alpha <1 a="" actual="" alpha-1="" alpha="" approximation="" assumption:="" c-d:="" c-d="" c="" cal="" cf="" check="" ck="" constant="" decent="" dfrac="" f="" find="" form="" function="" functions.="" intensive="" is="" k="" left="" marginal="" of="" product:="" production="" returns="" right="" some="">0$ $f''(k)=\alpha (\alpha-1)k^{\alpha-2}= -\alpha(1-\alpha)k^{\alpha-2}

Monday, August 17, 2015

Saying Goodbye to Windows

     

     On my previous post I talked about my first encounter with Linux and why I decided to stick with Windows. That's not to say that I completely abandoned the idea of using Linux. Over the years I installed virtual box and played around with certain distributions whenever I had some free time. But at the end of the day, I could not justify using Linux as my productivity OS. Truth be told, switching to Linux would have been counter productive for me at that time. On top of that, I just couldn't seem to strike gold and get that stable and blazing fast experience that many Linux blogs talk about. And yes yes, I did use the guest additions tools and gave my virtual machine enough cushion for the pushin (hardware power).

     “So why now? Why make Linux your main OS if it's given you nothing but trouble?”, you're probably asking. Well, there are various reasons for my choice and I hope that you will allow me a few seconds to voice my frustrations. I'll start with the least important reasons since I can get them out of the way fairly quick. For starters, I got bored with Windows. Yes, I want my main OS to get out of the way and let me get work done when I have to, but damn I'd like to have the ability to customize my OS so that I can change things up a bit from time to time; I know windows can be customized but it normally means paying third party companies or slowing down your computer. I tried utilities like Rainmeter, but it just wasn't working for me. Reason number two, Microsoft already owns me as there is no way in hell that I can completely abandon Windows and I hate that feeling. So, I figure moving to Linux would be like giving the finger to the big bully on the play yard.

     The third reason is really what made me make the choice. I started having an odd problem with Windows 8.1, a problem that even clean installs could not fix. From time to time the desktop looked like it was being refreshed and all of my folders (and sometimes even apps) would close. This behavior took place within a span of a second or two. Even the task bar would vanish during those seconds. I know that the whole issue doesn't sound that annoying, but it is if you're working and all of a sudden everything disappears before your eyes. Then you have to reopen all of the apps and folders (the proper directories) that you were working on just to have the same thing happen to you within a matter of minutes or hours. Believe me, it can get really annoying. I contacted Microsoft and they were of no help. No surprise there. I searched and searched and found that other people had the same problem with no apparent fix. To top it off, my windows home server 2011 had just died and upgrading to windows server essentials 2012 was going to cost me around $400 US. Yea, I was quite annoyed with Microsoft. So I said, f-it, I'm making Linux my main OS. I rather donate some cash to open source projects than to give it to Microsoft.


     And finally, which I'm a bit embarrassed to admit, my wife thinks I'm smarter when she sees me writing on the terminal. She kept saying, “Wow honey, what are you doing? What is that? That looks neat.” I said, “It's Linux honey,” and I winked. The rest is history. That's how I ended back here in the world of Linux. Stay tuned to read about how my new encounter with Linux has been rocky, but delightful. Suffice it to say that the chameleon ate some mint while he played with a mouse and got indigestion. If you don't know what that means, don't worry, I'll explain it later. Until next time.  

Saturday, August 15, 2015

Linux and I

     

   
     
          It's been nearly a decade since my first encounter with Linux. I had reinstalled windows xp on my machine for the 10th time that year; I kept getting adware from who knows where. Well, I know where but that's neither here nor there. The point is that I was tired of Windows and I was looking into Apple's OS since that was the only other operating system that I knew about. As you can imagine, being the broke student that I was in those days there was no way in hell that I could afford an apple machine. Then one day while I was cruising through various irc channels someone told me about this thing called Linux.

Linux, at least what I was told in those days, was an OS that was more secure than other OS's, had tons of free software, and on top of that, the OS was itself free. My internet was super slow in those days so I  grabbed a small chunk of my savings and ordered a retail box of SUSE 10. Circuit city took a whole month to get that box to me and in the mean time I got more viruses on my xp machine. Damn, let me tell you, that SUSE box looked amazing. The month wait was worth it. The marketing team at Novell were doing something right because all of a sudden I wanted a shirt and a coffee mug that sported that SUSE chameleon logo.

I opened up my SUSE box and popped the CD into my computer. The installation process seemed to have gone without any hiccups. Low and behold, I booted into Linux. Hell yea! But that amazing feeling was short lived. To my surprised, the audio, internet, and printer were not working. I procrastinated on my school work for a whole week to try to get my machine working and had no success. Damn, I had even bragged at school (to my teachers and girls) how I used this cool OS called Linux. I procrastinated on my school work for two more weeks and I finally got everything working, just to have all those same things stop working a few days later. If that weren't enough, my machine stopped booting into the SUSE desktop a week after that. I was done and certainly my grades could not take another blow from my procrastination to get this crippled os working. So I did what any impatient young person would do, I popped that xp cd into my machine again and viola, everything worked as it should. And so my friends, that is how my short lived time with Linux came and left. But destiny had it that Linux and I would meet again, and we did, hence this blog. In my next blog post I will let you all know how I've faired in my new encounter with Linux.

Welcome to Linux-Neophyte.

     I was told that my first blog post should be something special, something catchy, but I can't seem to come up with something catchy. Maybe the blistering heat is preventing my creative ability to shine through. Perhaps it's too late at night and I've had one too many glasses of wine. Or it might just be that I am no good at this blogging thing and this blog is destined to be doomed. Whatever the reason for the lack of an interesting first post, I welcome you to join me on this small experience that will lead who knows where. And now that I've broken the first cardinal rule of marketing, namely talking smack about your own product, let me get started on my next blog post. In the mean time, stay tuned...