Tuesday, September 15, 2020

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Friday, September 11, 2020

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Wednesday, September 2, 2020

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Friday, August 28, 2020

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Wednesday, August 26, 2020

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Saturday, August 1, 2020

CrowdFlower

CrowdFlower INTRODUCTIONMartin: Today we are in San Francisco in the CrowdFlower office. Hi, Lukas. Who are you and what do you do?Lukas: I am the founder and CEO of CrowdFlower. We help data scientists enriching their data. We make it easy to turn your massive data into clean enriched complete data. That is useful for data scientists because they have to analyze that data or build models.Martin: How did you come up with that idea of CrowdFlower?Lukas: That is simple. I was working as a data scientist. I always felt that the most important part of the process was the collecting and cleaning of the data. In a way, it was my least favorite part of the job but I really wanted to do that, get analysis and build good models. I got interested in building tools to help cleanup data. I found that they were very useful and then I thought this could be useful for other people so I built the company rather helping people clean up their data.Martin: Great! Can you progress through the process once you start ed the company, maybe the first three months or so? What was it like starting the company?Lukas: It was hard. It was a different time. We were little older than a lot of other startups. I remember Y Combinator, it wasnt so clear that that was so important thing. There was a lot less resources for tech entrepreneurs. There wasnt AngelList. AngelList was literally an email list. They would email your company and people would decide to invest or not.It is really somewhat shocking when you go from having a job to starting a company because you have no infrastructure around you to help you. I remember we closed our first deal and we needed to receive a fax and then print it and then send the fax back and so customer was asking: Hey, what is your fax number? I remember we got on our bikes and went to Best Buy, which is a store in America. We literally got a big box. My co-founder, and me we carried it back and we plugged it in and we said okay, you can send us the fax now. There is no inf rastructure and you are not getting a paycheck, which is scary.I think my parents were concerned that maybe I was unemployed. It was super hard. I think it was a lot harder than I was expecting. I was used to building products and having everything else around me taking care of and I think I didnt realize how much work goes into â€" you are doing finances, marketing, sales all those things.Martin: How long did it take you to get the first financing and the first customer?Lukas: The first customer happened early because we needed money. We sold the product long before it was ready. I think if we had had more access to capital we might have waited longer. It took us eighteen months before we raised any financing. Again back then raising seed rounds was hard. There is a lot less interest in doing seed investments. I remember people would laugh at me: You have no business plan, you do not have enough customers. There is no way we re going to invest in you. I think times have changed a l ot.BUSINESS MODEL OF CROWDFLOWERMartin: Let’s talk about business model of CrowdFlower. Did this business model change over time?Lukas: Yes, it changed a lot over time. The way CrowdFlower works is you set up the data cleanup project that you want. We use workforce to go into the jobs and clean them up. Lets say I am a data scientist at eBay and I want to know if a search result is good or bad. It is something that data scientists at eBay are interested in because if you search for iPhone and you get a result as a car with an iPhone adapter in it thats really bad result and you dont buy anything. eBay, they basically write down: Heres my rules, heres what it means for results be relevant, heres what it means for results to be not relevant and then heres a big list of search queries and search results. And I want the crowd to tell me which ones are relevant and not relevant. These are set up in a software and then the crowd does some of the labeling and then we use machine learning to do even more labeling.In early days in the company, we operated as a managed service. You would tell us what you wanted and tell us your requirements and then we would operate the software to get the results for you. We charged per result and weve priced differently based on the types of applications. We switched to model to, now if you are on eBay and you want these results you go into our platform, you set everything up and the platform does all the management. Weve gone through from a managed service model where we price per task and we would take a fixed percentage to now you pay for a platform license and then you can use our platforms as much as you need to. We operate as a SaaS software company now. That is our business model as opposed to managed service.Martin: The example of eBay sounds to me more like you wanted to get this feedback cycle from customers for calibrating the model. In the beginning, you said that you help data scientists to clean their data, which is di fferent â€" can you give us an example of this as well?Lukas: Clean and collect. That is why we are saying ‘enrich’. I think it is the best of what we can think; it means clean and collect. Cleaning is often business data. We work with Autodesk data scientists, for example. They have a huge list of customers and they want to do analytics on their customer base but many times, they have duplicate customers in there. It is even complicated. It is like as YouTube and Google are at the same company. It depends on what youre trying to accomplish. They sent us a big list of customers and then we clean up the records. We say these two records are the same, or we might say this record is mis-categorized, this company isnt a tech company, the more media company or we might say this address looks like it is wrong, this phone number looks like it is wrong. That type of thing.Martin: When we are talking about enrichment you need to get that enrichment right. How do you acquire that people t hat are working and helping data scientists and enriching the data?Lukas: We post a task online and in some cases we pay people directly to do the tasks and in other cases, we have partnered with companies that have big workforces. Weve made deals with companies around the world where we can post tasks on their website and pay people for doing jobs.Martin: How do you control the quality of the work? For example, I am a data scientist and I have tons of data. I need to be sure that the quality I get from you is high because else the analyses will be wrong.Lukas: Our software does it in many different ways. One simple way, simple but effective, is our customers can hide questions where they know what the answer is so they can do some of the labeling themselves. They could say okay this business and this business are the same. If somebody gets that wrong then they didnt understand my instructions. That is the simplest way you can label those. We use that like a test when people come in .We also ask different people the same question and we expect them to agree and if they dont then we worry about that. We also have people look at other peoples’ results and say if theyre good. Our software platform manages all that. Our customer goes and they may write down what they want and then our platform takes care of controlling the quality and building different types of tasks that you need to make sure that results are good.Martin: As I understand, those people are only enriching the data and not modeling features or something like that?Lukas: Just enriching the data. Another thing that our software does is it watches the people label data and it actually builds an algorithm that protects what people are going to do for the label. In some cases, our machine learning software can figure out without even going to human being what the right label should be.Martin: The people, who are enriching the data, are they doing this full time or its just a hobby of them?Lukas: Typica lly, part time.Martin: This means only when I have some kind of job to solve which is bigger I can hire flexible workforce via CrowdFlower?Lukas: Exactly.Martin: How did you acquire the first customers?Lukas: It was hard. We saw the market need and we asked all our friends: Hey, do you know anyone that needs this kind of data cleanup? Luckily, we were able to get to some people that were willing to try us and we took good care of the early customers. Some of them are still with us. LinkedIn was very, very early. I remember this guy, DJ Patil he did our first deal and hes become very famous data scientist. He signed the first contract.In fact, one of our very early customers became an Angel investor, actually two. It is interesting, one of our early customers, Gary Kremen, was the founder of Match.com and he is used us and invested. Then Travis Kalanick, now is is famous as the CEO of Uber, but at the time, he was actually just an engineer working on data problems. He was a very earl y user of a platform member. He called in and he wanted to meet in person. He angel invested in CrowdFlower too. These are early people, who helped us long before Uber.Martin: When you entered the market, did you only provide high discount or did you say try this for free, and if you love it, we can provide you more with a decent pricing?Lukas: We never offered it for free because the problem is I think free is little too easy for people. We felt like you need to pay some things that we know that you actually care about the results and youre not just doing this as a favor for us.Martin: Currently, are you using any distribution partners or are you having only direct sales or more inbound or outbound sales?Lukas: We are mainly direct sales. Our leads mainly come from inbound sources. One of the advantages we have is that we really sell data scientists. I dont think that a lot of companies have figured out how to reach data scientists well. I think Kaggle has done a good job and some others but because we have narrow focus on a specific kind of customer, we find that inbound works well. We just try to make stuff that data scientists are going to be interested in. We put out data. That is what data scientists like. We will post data sets that we think are interesting or useful, we will survey data science industry. We have just run a conference last week for data scientists. I think it was very successful because it was specific. We love data scientists. I was a data scientist. It is easy for us to talk to them.I think we will probably start doing outbound but in my experience I think inbound, its harder to scale in a way, but it is more the way people want to be sold to. I believe in content marketing, for example. Create content that is interesting. People can come to our website and they can learn about the state of the data science industry. Thats useful for them and then optionally they can take a look at CrowdFlower. We dont force you to put in your email address or anything like that. We make the content available and then if people are interested and they want to collect data they can try that.Martin: What is your competitors’ advantage over other platforms where you can also have crowd sources working for you?Lukas: I think the simple answer is quality. Were the biggest platform in terms of volume. The only one thats close in terms of volume is called Mechanical Turk. You have maybe heard of it. They have an advantage because they dont charge any fee to use their marketplace. They have a very low barrier to entry. My experience is that quality is often very bad or at least uneven. What we try to do is make sure the quality is good. I think that we are the highest quality data cleanup provider out there.Martin: Is there a reason for this that you have a kind of mechanics in place or that you have higher qualified workforce?Lukas: One is that our software is better. We are focused on data cleanup for data scientists. That means th at our software is very specific for our application. We have good templates that worked really well for the types of things data scientists want to do. We have good accuracy measurements and sophisticated tools. It is not for everyone. It is for people that really care about data equality and really want to make sure they get good results. What that means on, what we call a contributor side of the marketplace, is people know that theyre being measured and they believe theyre being treated fairly. When we see someone do good work for us for a long time we get them access to more and more work, which is what they want. That means that the people that have been in our system long time you can really trust because theyve proven over and over that they can do high quality work and they like coming back every day. I think better software and better market place means that when customers use us they get high quality results.Martin: Imagine, I am a data scientist. I have several jobs to do . I have some kind of one-time analyzes to do, I have some kind of predictive analytics and algorithms I want to build. Are you only focusing on the first one which is some kind of pattern analyzes to do data enrichment for this, or you have some kind of maintenance data enrichment for live products?Lukas: We love to do maintenance data enrichment for live products. We have tools to help with that. If you want to, you can use machine-learning tools to continuously label your data and you can even set things up so that you send it to the machine learning first and if the machine learning is confident and its answer you get back, and if it is not confident it gets labeled. Then those labels get fed back into the algorithm as a training data. You can use our tools. Many of our customers are advanced data scientists and they choose to use their own tools, their own custom stuff. Thats great too.I think we are especially strong in predictive analytics because it requires so much training data. It is something that many people dont realize. I would say that industry about predictive analytics is the best way to make your models effective. It has given lots and lots training data. Thats a great market for us and we love to help people with that.Martin: Imagine, I am a market place. I would have a job for you and say: Hey, we have one million search results. How much would it cost to label the search results, those one million on search list?Lukas: It depends on many things that you can set. There is a kind of a cost, quality and speed tradeoff. If you are very price-sensitive you just want to get it done as cheap as possible and you are willing to wait you can post a job at a low price and just kind of wait until it finishes. If you really want to get results back faster and you want high quality results than you have to pay a lot to get those results back. We do not mind any of these strategies. We make our money giving you the platform and tell you license for that and then you can pick your tradeoffs. We have a wide range of templates that you can use to get those results back. We will have simple templates that might cost, if it takes a few seconds maybe it only cost you a few cents to say if it is relevant result or not. If you have complicated taxonomy, you have complicated rules or if you want only to target our best contributors then you might have paid a $1 per record or something like that.Martin: Is this auction based? Imagine I would put in the job description and say okay, people can bid or I can set a price â€" how does it work?Lukas: The way our stuff works today is you set the price and then people can choose to do it or not.ADVICE TO ENTREPRENEURS FROM LUKAS BIEWALD In San Francisco (CA), we meet Founder CEO of CrowdFlower, Lukas Biewald. Lukas talks about his story how he came up with the idea and founded CrowdFlower, how the current business model works, as well as he provides some advice for young entrepreneurs.INTRODUCTIONMartin: Today we are in San Francisco in the CrowdFlower office. Hi, Lukas. Who are you and what do you do?Lukas: I am the founder and CEO of CrowdFlower. We help data scientists enriching their data. We make it easy to turn your massive data into clean enriched complete data. That is useful for data scientists because they have to analyze that data or build models.Martin: How did you come up with that idea of CrowdFlower?Lukas: That is simple. I was working as a data scientist. I always felt that the most important part of the process was the collecting and cleaning of the data. In a way, it was my least favorite part of the job but I really wanted to do that, get analysis and build good models. I got interested in buildi ng tools to help cleanup data. I found that they were very useful and then I thought this could be useful for other people so I built the company rather helping people clean up their data.Martin: Great! Can you progress through the process once you started the company, maybe the first three months or so? What was it like starting the company?Lukas: It was hard. It was a different time. We were little older than a lot of other startups. I remember Y Combinator, it wasnt so clear that that was so important thing. There was a lot less resources for tech entrepreneurs. There wasnt AngelList. AngelList was literally an email list. They would email your company and people would decide to invest or not.It is really somewhat shocking when you go from having a job to starting a company because you have no infrastructure around you to help you. I remember we closed our first deal and we needed to receive a fax and then print it and then send the fax back and so customer was asking: Hey, what is your fax number? I remember we got on our bikes and went to Best Buy, which is a store in America. We literally got a big box. My co-founder, and me we carried it back and we plugged it in and we said okay, you can send us the fax now. There is no infrastructure and you are not getting a paycheck, which is scary.I think my parents were concerned that maybe I was unemployed. It was super hard. I think it was a lot harder than I was expecting. I was used to building products and having everything else around me taking care of and I think I didnt realize how much work goes into â€" you are doing finances, marketing, sales all those things.Martin: How long did it take you to get the first financing and the first customer?Lukas: The first customer happened early because we needed money. We sold the product long before it was ready. I think if we had had more access to capital we might have waited longer. It took us eighteen months before we raised any financing. Again back then raisin g seed rounds was hard. There is a lot less interest in doing seed investments. I remember people would laugh at me: You have no business plan, you do not have enough customers. There is no way we re going to invest in you. I think times have changed a lot.BUSINESS MODEL OF CROWDFLOWERMartin: Let’s talk about business model of CrowdFlower. Did this business model change over time?Lukas: Yes, it changed a lot over time. The way CrowdFlower works is you set up the data cleanup project that you want. We use workforce to go into the jobs and clean them up. Lets say I am a data scientist at eBay and I want to know if a search result is good or bad. It is something that data scientists at eBay are interested in because if you search for iPhone and you get a result as a car with an iPhone adapter in it thats really bad result and you dont buy anything. eBay, they basically write down: Heres my rules, heres what it means for results be relevant, heres what it means for results to be not r elevant and then heres a big list of search queries and search results. And I want the crowd to tell me which ones are relevant and not relevant. These are set up in a software and then the crowd does some of the labeling and then we use machine learning to do even more labeling.In early days in the company, we operated as a managed service. You would tell us what you wanted and tell us your requirements and then we would operate the software to get the results for you. We charged per result and weve priced differently based on the types of applications. We switched to model to, now if you are on eBay and you want these results you go into our platform, you set everything up and the platform does all the management. Weve gone through from a managed service model where we price per task and we would take a fixed percentage to now you pay for a platform license and then you can use our platforms as much as you need to. We operate as a SaaS software company now. That is our business mo del as opposed to managed service.Martin: The example of eBay sounds to me more like you wanted to get this feedback cycle from customers for calibrating the model. In the beginning, you said that you help data scientists to clean their data, which is different â€" can you give us an example of this as well?Lukas: Clean and collect. That is why we are saying ‘enrich’. I think it is the best of what we can think; it means clean and collect. Cleaning is often business data. We work with Autodesk data scientists, for example. They have a huge list of customers and they want to do analytics on their customer base but many times, they have duplicate customers in there. It is even complicated. It is like as YouTube and Google are at the same company. It depends on what youre trying to accomplish. They sent us a big list of customers and then we clean up the records. We say these two records are the same, or we might say this record is mis-categorized, this company isnt a tech company, the more media company or we might say this address looks like it is wrong, this phone number looks like it is wrong. That type of thing.Martin: When we are talking about enrichment you need to get that enrichment right. How do you acquire that people that are working and helping data scientists and enriching the data?Lukas: We post a task online and in some cases we pay people directly to do the tasks and in other cases, we have partnered with companies that have big workforces. Weve made deals with companies around the world where we can post tasks on their website and pay people for doing jobs.Martin: How do you control the quality of the work? For example, I am a data scientist and I have tons of data. I need to be sure that the quality I get from you is high because else the analyses will be wrong.Lukas: Our software does it in many different ways. One simple way, simple but effective, is our customers can hide questions where they know what the answer is so they can do some o f the labeling themselves. They could say okay this business and this business are the same. If somebody gets that wrong then they didnt understand my instructions. That is the simplest way you can label those. We use that like a test when people come in.We also ask different people the same question and we expect them to agree and if they dont then we worry about that. We also have people look at other peoples’ results and say if theyre good. Our software platform manages all that. Our customer goes and they may write down what they want and then our platform takes care of controlling the quality and building different types of tasks that you need to make sure that results are good.Martin: As I understand, those people are only enriching the data and not modeling features or something like that?Lukas: Just enriching the data. Another thing that our software does is it watches the people label data and it actually builds an algorithm that protects what people are going to do for t he label. In some cases, our machine learning software can figure out without even going to human being what the right label should be.Martin: The people, who are enriching the data, are they doing this full time or its just a hobby of them?Lukas: Typically, part time.Martin: This means only when I have some kind of job to solve which is bigger I can hire flexible workforce via CrowdFlower?Lukas: Exactly.Martin: How did you acquire the first customers?Lukas: It was hard. We saw the market need and we asked all our friends: Hey, do you know anyone that needs this kind of data cleanup? Luckily, we were able to get to some people that were willing to try us and we took good care of the early customers. Some of them are still with us. LinkedIn was very, very early. I remember this guy, DJ Patil he did our first deal and hes become very famous data scientist. He signed the first contract.In fact, one of our very early customers became an Angel investor, actually two. It is interesting, o ne of our early customers, Gary Kremen, was the founder of Match.com and he is used us and invested. Then Travis Kalanick, now is is famous as the CEO of Uber, but at the time, he was actually just an engineer working on data problems. He was a very early user of a platform member. He called in and he wanted to meet in person. He angel invested in CrowdFlower too. These are early people, who helped us long before Uber.Martin: When you entered the market, did you only provide high discount or did you say try this for free, and if you love it, we can provide you more with a decent pricing?Lukas: We never offered it for free because the problem is I think free is little too easy for people. We felt like you need to pay some things that we know that you actually care about the results and youre not just doing this as a favor for us.Martin: Currently, are you using any distribution partners or are you having only direct sales or more inbound or outbound sales?Lukas: We are mainly direct sales. Our leads mainly come from inbound sources. One of the advantages we have is that we really sell data scientists. I dont think that a lot of companies have figured out how to reach data scientists well. I think Kaggle has done a good job and some others but because we have narrow focus on a specific kind of customer, we find that inbound works well. We just try to make stuff that data scientists are going to be interested in. We put out data. That is what data scientists like. We will post data sets that we think are interesting or useful, we will survey data science industry. We have just run a conference last week for data scientists. I think it was very successful because it was specific. We love data scientists. I was a data scientist. It is easy for us to talk to them.I think we will probably start doing outbound but in my experience I think inbound, its harder to scale in a way, but it is more the way people want to be sold to. I believe in content marketing, for exampl e. Create content that is interesting. People can come to our website and they can learn about the state of the data science industry. Thats useful for them and then optionally they can take a look at CrowdFlower. We dont force you to put in your email address or anything like that. We make the content available and then if people are interested and they want to collect data they can try that.Martin: What is your competitors’ advantage over other platforms where you can also have crowd sources working for you?Lukas: I think the simple answer is quality. Were the biggest platform in terms of volume. The only one thats close in terms of volume is called Mechanical Turk. You have maybe heard of it. They have an advantage because they dont charge any fee to use their marketplace. They have a very low barrier to entry. My experience is that quality is often very bad or at least uneven. What we try to do is make sure the quality is good. I think that we are the highest quality data cle anup provider out there.Martin: Is there a reason for this that you have a kind of mechanics in place or that you have higher qualified workforce?Lukas: One is that our software is better. We are focused on data cleanup for data scientists. That means that our software is very specific for our application. We have good templates that worked really well for the types of things data scientists want to do. We have good accuracy measurements and sophisticated tools. It is not for everyone. It is for people that really care about data equality and really want to make sure they get good results. What that means on, what we call a contributor side of the marketplace, is people know that theyre being measured and they believe theyre being treated fairly. When we see someone do good work for us for a long time we get them access to more and more work, which is what they want. That means that the people that have been in our system long time you can really trust because theyve proven over and over that they can do high quality work and they like coming back every day. I think better software and better market place means that when customers use us they get high quality results.Martin: Imagine, I am a data scientist. I have several jobs to do. I have some kind of one-time analyzes to do, I have some kind of predictive analytics and algorithms I want to build. Are you only focusing on the first one which is some kind of pattern analyzes to do data enrichment for this, or you have some kind of maintenance data enrichment for live products?Lukas: We love to do maintenance data enrichment for live products. We have tools to help with that. If you want to, you can use machine-learning tools to continuously label your data and you can even set things up so that you send it to the machine learning first and if the machine learning is confident and its answer you get back, and if it is not confident it gets labeled. Then those labels get fed back into the algorithm as a training data. You can use our tools. Many of our customers are advanced data scientists and they choose to use their own tools, their own custom stuff. Thats great too.I think we are especially strong in predictive analytics because it requires so much training data. It is something that many people dont realize. I would say that industry about predictive analytics is the best way to make your models effective. It has given lots and lots training data. Thats a great market for us and we love to help people with that.Martin: Imagine, I am a market place. I would have a job for you and say: Hey, we have one million search results. How much would it cost to label the search results, those one million on search list?Lukas: It depends on many things that you can set. There is a kind of a cost, quality and speed tradeoff. If you are very price-sensitive you just want to get it done as cheap as possible and you are willing to wait you can post a job at a low price and just kind of wait until it f inishes. If you really want to get results back faster and you want high quality results than you have to pay a lot to get those results back. We do not mind any of these strategies. We make our money giving you the platform and tell you license for that and then you can pick your tradeoffs. We have a wide range of templates that you can use to get those results back. We will have simple templates that might cost, if it takes a few seconds maybe it only cost you a few cents to say if it is relevant result or not. If you have complicated taxonomy, you have complicated rules or if you want only to target our best contributors then you might have paid a $1 per record or something like that.Martin: Is this auction based? Imagine I would put in the job description and say okay, people can bid or I can set a price â€" how does it work?Lukas: The way our stuff works today is you set the price and then people can choose to do it or not.ADVICE TO ENTREPRENEURS FROM LUKAS BIEWALDMartin: Let†™s talk about your learnings over the last year. What has been the major learnings from your side?Lukas: One thing thats really served us that we didnt do in the beginning that I wish we have done earlier is to focus on one particular kind of customer. I think for a lot of entrepreneurs that come out with a new tool like a really new approach, a new kind of thing you can get lots of different people that are interested in using it. When we first launched CrowdFlower, we had many different kinds of people saying wow this is a cool tool. It is for surveys; I can do site usability testing with it and all other amazing things I can do with it. What that does is it feels good because you have all these options but it makes it impossible to do marketing. It was a scary hard decision for us to say hey were going to focus on data science. It was really difficult and I think a lot of the team was worried because data scientists were less than a quarter of our customer base. However, I felt t hat the data scientists were the happiest customers. I knew that if we focused on them we would be able to grow that market.I think one of the skills of entrepreneurs to say is not how is things now but how could things change. Back in 2012, it looked like a data science market was small. Some of our investors and the management were as if this is too small. We cannot only focus on this market. I think if you look at the trends if youre in it, you are thinking wow this markets going to grow a lot so. Having some patience like the one we are going to focus on this now because it is going to set us up for success later. It is going to help us make a good decision. That decision is one of the best decisions that we have ever made. In retrospect, it looks like an obvious decision but at the time, it was not obvious. We had two executives leave because they were not on board. The decision seemed too risky.Martin: What other lessons did you learn over the years?Lukas: I think another unde rrated piece of running a business, and I have actually seen this in many of my friends companies’ too, is it is important to really like your customers. Everyone says: It is true. In many ways, your customer is your most important constituent. As a founder, you really want to like the people that you serve. One of the things that have made running this company fun is that I like data scientists. When I go to the data science conference I am interested I love hearing what they are up to. I feel much comfortable hanging out with the data scientists than often like C-level executives of the companies that were in. I find their problems much more interesting than like managing thousand persons team. I think that there is definitely an effective strategy with the business when you are going to the top and target the C-suite. But I think for us, as far as it looks for us as a business and our DNA is serving data scientists and making them successful.I see that in many people that have gotten frustrated. Sometimes people go into business thinking they are going to serve one market that they like and then they end up serving a different market. Sometimes it works great but often it fails because they do not like that market. I have friends sell to HR, some of them love HR conferences. And then I have other friends that have discovered that HR is a great place to sell to but you know I dont like these people that much. You cannot succeed if you dont really enjoy your customers.That is something to think about when I look at people and they ask me hey, I want to start a company. One way of looking at it is working backwards from whom you want to serve. Whom do you like? You maybe like entrepreneurs. Then you can start with that. Okay. I like entrepreneurs. What do they really want? I think like back into like that is a real recipe for success because you are going to make something you want; it’s going to be fun. If you are running a company, you spend so much of y our time with customers. This is going to be most of your life.Martin: Lukas, let’s talk about the growth options because you described that when the data science market was still small, you said: Okay, I bet on that the market will grow, data enrichment provider. But at some point the market is saturated with this kind of service. What other growth options do you perceive for your company?Lukas: I would say we are far from selling every data scientists in the world. I think that we are going to grow with that for a good long time. In the back of my mind, there are so many cool things to try but I do not ever bring that up because we need to focus on saturating the data science market before we start to worry about expansion opportunities. I even think that there are ways to serve our market better so that we can actually increase the value that were making for our customers beyond just what were doing today. You look at the average sales price today; I think that could actually g o up a lot in a way that everyone looks good about it because we can make our software more useful and sell more modules to our customer base. I guess for me, in my situation, I look more at how do we actually saturate the market because we actually havent done it yet and then how do we expand within the market that we are in.For example, we have launched a new AI module recently. It was interesting experience for me because it was the biggest launch that we have had since we launched CrowdFlower. The original CrowdFlower did not have a machine-learning piece. Every record that you got back then was done by the Crowd. Recently we launched a thing where it is ok to say now you can have it done by artificial intelligence module. When we first built the CrowdFlower I think the hardest thing as an entrepreneur is to get feedback on what you are doing because people are busy and if theyre not using it, it is really hard to get peoples attention.These books like The Lean Startup, The Four Steps to the Epiphany, they are excellent. They tell you: Hey, run everything by customers before you make it. That is easier said than done because you cannot just call up a potential user and they take your phone call. You really have to hustle to get in front of them. It was interesting to build this kind of second module for our data scientists, to do data enrichment because we actually had hundreds of people everyday that are logging on the CrowdFlower trying to enrich the data, using the tools. So Hey, here I is what I am thinking. I think we built machine learning, do you have any feedback on it? Of course, they have tons of feedback because they are so excited that were going to make the tool even more useful for them. It was a much faster customer development process that we were able to run because we had his existing customer base â€" they were all trying to do the same thing.Martin: Just for clarification, the new AI module basically tries to do what the humans have bee n doing based on the machine learning that data enrichment is done by an algorithm which improves over time?Lukas: Exactly.Martin: The feedback loop is then done by your customers so the data scientists or is it done also by the Crowd?Lukas: The feedback loop is be done by the Crowd. In a sense that if the data scientist is controlling everything, the data scientist might say: If the model is under 90% confident in the answer, I want a human to actually look at it. We automatically feed that back in the oven so it could get smarter. If we get 85% confident then we get a human to label it, then the algorithm can see if: I was right in which case it gets little more confident, or maybe I am wrong in which case it gets less confident and sort of retrain the parameters.Martin: Thereby you can reduce the cost for data enrichment because they can only focus on the last 10%.Lukas: Exactly. A good question. I think I explained it well.Martin: Lukas, thank you so much for sharing your knowle dge.Lukas: Thank you very much.Martin: If you are a data scientist you know data is the key for building some really awesome data products. If you want to enrich your data you have to focus on the cool machine-learning stuff then maybe you should think about CrowdFlower.

Friday, May 22, 2020

Grammar Exercise on Denotation and Connotation

This exercise will help you distinguish between the denotative and connotative meanings of words. The denotative meaning of a word is the definition youll find in the dictionary. Theres not a lot of wiggle room when it comes to the interpretation of denotative words—which is why theyre commonly used when its important to ensure what youre writing or saying cannot either be misinterpreted or interpreted in more than one way, and the reason youll often find denotative words in the language of things such as the legal documents, medical papers, scientific studies, and technical manuals (at least, the well-written ones). A connotative word, on the other hand, may have several meanings or nuances—some positive and some negative. Connotative words are the stuff of poetry, fiction, and even advertising. Rather than bringing to mind a concise image, connotative words are used to evoke a certain atmosphere or inspire feelings. Instructions In each of the following sentences, the italicized word has a fairly neutral connotation. For each word in italics, list two synonyms (words with similar denotations): one with a negative connotation and the other with a positive connotation. In addition to reviewing the glossary entries for denotation and connotation, you may find it helpful to read the introduction to Choosing the Best Words: Denotations and Connotations. Example: Sometimes my thin friend annoys me. Negative connotation: scrawnyPositive connotation: slim When you have completed the exercise, compare your answers with the sample responses that follow below. I recognized the familiar smell of my roommates cooking.Scrapple is an inexpensive meal.Kevins interest in model cars has turned into a hobby.Uncle Henry lives in a hut deep in the woods.Phileas Fogg was an adventurous traveler.We stopped for lunch at a diner in West Virginia.My parents are committed, conservationists.My old laptop has finally died.In a quiet and stealthy way, Bartleby moved into the lawyers chambers.The teacher was mildly intimidated by Rolands assertive behavior. Sample Connotative Responses I recognized the familiar  smell  of my roommates cooking. Negative connotation:  stenchPositive connotation:  aroma Scrapple is an  inexpensive  meal. Negative connotation:  cheapPositive connotation:  thrifty Kevins interest in model cars has turned into a  hobby. Negative connotation:  obsessionPositive connotation:  avocation Uncle Henry lives in a  hut  deep in the woods. Negative connotation:  shackPositive connotation:  cabin Phileas Fogg was an  adventurous  traveler. Negative connotation:  foolhardyPositive connotation:  courageous We stopped for lunch at a  diner  in West Virginia. Negative connotation:  greasy spoonPositive connotation:  cafà © or bistro My parents are committed  conservationists. Negative connotation:  tree huggersPositive connotation:  environmentalists My  old  laptop has finally died. Negative connotation:  decrepitPositive connotation:  venerable In a quiet and  stealthy  way, Bartleby moved into the lawyers chambers. Negative connotation:  sneakyPositive connotation:  cunning The teacher was mildly intimated by  Rolands  assertive  behavior. Negative connotation:  bossyPositive connotation:  confident

Sunday, May 10, 2020

Regulation of Violent Video Games - 2128 Words

Issue: Video games are the primary source of entertainment for children nowadays. Be it in form of Wii Games, Nintendo or Xbox; children nowadays seems to be practically smitten with video games. It was also shown as evidence in some cases that the influence of such games is so huge that few children start speaking and acting like characters in the video games. Many video games, dating back to 1976’s Death Race, contain some or other aspect of violence, such as killing the bad person, driving dangerous vehicle etc. With advancement in graphic technology including software, modern computers and other game related technology, the way in which such violence and other extreme sports are being depicted has become more vivid and realistic. Further, as more and more children are getting exposed violent games, there is a growing awareness among both parents and the government for regulation of such games. Also, apart from the fact that people were, in general, becoming more aware and consci ous, numerous studies were also being done to find connection between violent video games and the rate at which violence and crime is growing. Some of these studies showed existence of a positive correlation. Incidents such as the massacre at Columbine High School in 1999 heightened concerns of a potential connection between video games and violent actions. Many independent social workers including politicians were continuously trying to evoke public response towards sale of such violent videoShow MoreRelatedVideo Games Should Be Legal1585 Words   |  7 PagesViolent video games have been a source of controversy since 1976. Though there are many issues surrounding these games, there is one that is quite fickle: whether or not the descriptions for violent video games should be more thorough and if parents or adults should be able to purchase violent video games for minors. 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Advances in technology have allowed games to present state of the art graphics and surreal like qualities to its consumers; from four star simulated battle scenes to enhanced real live fire shoot outs. With all these innovations added to violent video games it attracted the visual needs of our teenage youth. Although video game violence has been blamed for high profile school shootings, video g ames and its creators should not be held accountableRead More Video Games do Not Cause Violent Behaviour in Children or Adolescents749 Words   |  3 PagesVideo Games do Not Cause Violent Behaviour in Children or Adolescents From the beginnings of the industry, violence in video games has been an issue of discussion. From the pixilated weaponry in Space Invaders to the myriad of weapons in Unreal Tournament 2003, games have evolved over the years. Newer games are more real. Their environments are more immersive. Small details such as rain drops or a falling corpse are now realistically detailed in the games we play. Because of this, someRead MoreDiscrimination Case: Heart of Atlanta Motel Versus the United States1111 Words   |  4 Pageswould expect Congress to deal with the larger interstate matters. As in the article, Congress’ powers extend to any matters of commerce within the state that collide with regulations of interstate trade. Otherwise, the clause would contradict itself in allowing commerce within the state to somewhat go against rules and regulations governing commerce among the states. Case in point: Heart of Atlanta Motel vs. United States The motel owner challenged this power as unconstitutional. The reason behind

Wednesday, May 6, 2020

The Medical Elective Medical Training Health And Social Care Essay Free Essays

string(152) " cover a big assortment of medical specialty, and it would be good to hold a broad scope of experience after a really specialized surgical arrangement\." The medical elective is an of import portion of medical preparation and calling. It can besides be an exciting chance to see wellness attention systems of different states and research countries of medical specialty that I have peculiar involvements in. My initial programs are to hold the elected arrangement abroad, ideally in two separate locations. We will write a custom essay sample on The Medical Elective Medical Training Health And Social Care Essay or any similar topic only for you Order Now Language is an of import factor in taking the states as I would wish to be able to pass on with the patients and physicians. Out of all the English speech production states, I think it would be an interesting experience to see a less developed state or a less developed part within a developed state. The other half of the elected I would take a developed state and comparison and contrast the two wellness systems. I want the fond regards to be chiefly clinical based as I can use the accomplishments in general medical specialty and other forte I have learnt during the two old ages of clinical preparation. I would non wholly decline the chance to blend in some clinical based research, but I am cognizant that research undertakings may take some clip to organize and may besides necessitate excess resources input, such as permission from patients and aid from other staff, from the finish infirmary and establishments. In footings of safety during travel, although I have travelled to assorted states, but I have ne’er travelled or organised travel on my ain. Safety in footings of personal properties, nutrient and drink and personal safety should be put into consideration. If possible, holding the arrangement with a friend would be ideal. As all the 4th twelvemonth King ‘s medical pupils are traveling on electives this summer, happening a spouse traveling to the same topographic points should be rather possible. Having merely came back from vacation in America, the idea of traveling back for the elective to hold a on the job experience over in the States appeared rather attractive. The US has a really different wellness attention system comparison to the UK. To see their physicians, the patients over in America would necessitate to hold private wellness insurance which can be a really dearly-won payment. It would be interesting to see how the in private funded wellness system impacting patient experience compared to the NHS in the UK. America is a large state and this makes taking the location a spot more hard. To acquire an thought about where usually make medical pupils travel for electives in America, I searched on the Elective Abstract System on Virtual Campus. USA seems to be a really popular state for King ‘s pupils to travel for electives as there is a immense list of infirmary and establishment for all fortes. The popular finishs are the major metropoliss like New York, Los Angeles, San Francisco and etc. Majority of the infirmaries do non accept international pupils for elected straight, a few smaller clinics do, but the cost is really high and they seem to be really specialized. Feedbacks from pupils are besides assorted, most are happy with their experience, but non everyone had a hands-on experience. Access to patients can be a job sometimes in some forte clinics, and most times are spent on detecting. Using to medical schools can besides be hard as a batch of American medical pupil are besides l ooking for elected arrangements and the disposal fee entirely can be $ 100 for the application entirely. After those research and farther idea, I was somewhat put off by the thought of traveling to the States. Alternatively of traveling entirely, it would be a better manner to go with a friend. Culadeeban ( Deeban ) Ratneswaran, another King ‘s 4th medical pupil was looking for a spouse for electives and I have worked with him during my abdominal rotary motion in 3rd twelvemonth. Deeban was in the procedure of organizing a research undertaking about respiratory medical specialty in Singapore which involved some informations aggregation. He needed a spouse to work with on the undertaking and we decided to make the elected arrangements together. We came across a paper written by Dr Deborah Ng and her co-workers, titled: â€Å" consciousness of smoking hazards and attitudes towards in writing wellness warning labels on coffin nail battalions: a cross-cultural survey of two populations in Singapore and Scotland † . We were believing about emulating this survey ourselves, looking into the cross-cultural differences between Singapore and London, alternatively of Scotland. We will utilize a questionnaire attack to roll up the information as oppose to interviews because we want to roll up as much informations as possible while still working on the clinical side of the arrangement during the elected period. We besides emailed Dr Ng on farther advice about her survey and she kindly contacted the caput of respiratory section she was working under in Singapore, Professor Sin Fai Lam. Professor Sin agreed to give us 4 hebdomads arrangement in Khoo Teck Puat Hospital in the respiratory section and at the same clip let us entree to patients for the research undertaking. In order to transport out this undertaking we besides require moralss blessing and this demand to be applied by a qualified physician. We were told that Professor Sin ‘s squad is instead busy and unable to perpetrate their clip for the ethical blessing. We are still committed for the clinical arrangement in Khoo Teck Puat Hospital, and at this phase we are seeking alternate ways to acquire the ethical blessing, perchance from another section or another infirmary. For the 2nd half of the elected, we did non desire to go excessively far out of the parts. This is partially to salvage cost and besides clip spent on travel. So we applied for a few posters in Kuala Lumpur in Malaysia. Hospital Kuala Lumpur kindly accepted our applications for a 4 hebdomad long posting in the general medical specialty section. This would cover a big assortment of medical specialty, and it would be good to hold a broad scope of experience after a really specialized surgical arrangement. You read "The Medical Elective Medical Training Health And Social Care Essay" in category "Essay examples" I can besides utilize this clip to acquire more experience in fortes that we merely had limited exposure so far, for illustration, ENT, dermatology and ophthalmology. Word Count: 1004 Career Section Self-assessment During my pre-clinical surveies in Cambridge, I had really limited exposure to existent clinical pattern so I kept an unfastened head about which forte I would wish to prosecute for future calling. I exhaustively enjoyed larning anatomy in first twelvemonth of medical specialty, and peculiarly the clip spent in dissection lab. What appealed to me is that I would read about certain parts of the organic structure and the following twenty-four hours I can hold the hands-on chance to recap the cognition to visualize it in existent life. The clinical survey offered better chances in calling geographic expedition. Throughout the assorted rotary motions, I found surgery fascinating and I ‘m ever enthusiastic to go to theatre Sessionss. Although, as a medical pupil, most of the clip spent in theater is to detect the operations but I was more than lament to scour in to help when asked. I besides enjoyed the type of squad work in surgery where each person has a clearly defined and alone function in the operating theater. Career research geographic expedition and treatments The Medical Specialty Training web site ( 1 ) is a good starting point for callings research as it provides information on all fortes within medical specialty. After medical school, every physician has to travel through two foundation old ages and use for forte preparations, these can be medical, surgical, psychopathology and list of run through fortes. For the surgical fortes, there are two Core Surgical Training old ages to be completed foremost. Then there is another application procedure for the 3rd twelvemonth ( CT3 ) , which is for a sub-specialty, for illustration, cardiothoracic surgery. The competition information shows that surgery is a extremely popular pick, though the competition for other fortes can be every bit ferocious. I have besides attended the Specialty Fair hosted by Royal College of Medicine. It was aimed for both medical pupils and foundation twelvemonth physicians and it had a whole scope of fortes on show. Having talked to a figure of the physicians from assorted fortes, orthopedic surgery peculiarly stood out for me. It is a surgical forte concerned with castanetss, articulations and their motion. It covers both hurt and other diseases, for illustration, congenital and degenerative. I think it can be an highly rewarding calling where I can set patients back after terrible injury or reconstruct independency by alleviating creaky articulation hurting, both can genuinely transform the patient ‘s life. Figure 1. Orthopedic surgery. From www.sussexotc.nhs.uk Having non done the rotary motion for orthopedic surgery and injury, I wanted some early gustatory sensation for the forte and the 2011 National Undergraduate Trauma Conference provided the perfect juncture. The conference gave great penetration into the calling options available in injury and orthopedic surgery. The workshops lead by experient physicians in the field besides allowed the pupil to pattern some of the skilled involved, for illustration, laparoscopy. Using your elected to research your options I think the elected period will be an first-class clip to research my country of involvement and callings option. For the first half of my elected in Singapore, I will be passing four hebdomads in the orthopedic section in a really modern infirmary. There are five advisers in the section, all of which are trained in the UK so they will hold a reasonably good apprehension of the degree of preparation I ‘m presently at and what would profit me the most during this poster. By this phase I would hold done my orthopedic surgery fond regard, and extra exposure in this field will reinforcement and hopefully farther develop the cognition and accomplishment I already have. I should besides do the most out of this chance to acquire every bit much practical experience as possible in larning the basic surgical techniques and direction of the common instances encountered in orthopedicss. For the 2nd half the elected in Kuala Lumpur, although I ‘m officially posted under general medical specialty, in world the infirmary is really flexible for the elected pupils. The adviser who is oversing me during the poster has no job with elected pupils doing usage of the clip in Hospital Kuala Lumpur to acquire a broad scope of experience. Personal contemplation on calling thoughts/decisions to day of the month The big calling pick medical specialty offers makes the determination really hard, particularly most fortes requires drawn-out preparation. In order to do a steadfast determination on which way to take, careful research needs to be done to do certain that I am clear in my ends, altering calling way in medical specialty and re-start preparation can be really boring. I think at this phase of developing it is really hard to hold a clear image of what I want to make. While larning about the different subjects in medical specialty can be rather different when work on them. Although it does give some penetration about what it is like to work in that field. To this day of the month, I am really inclined towards surgery for my future calling. Bing able to straight see the job, keeping the breakage or experiencing the obstruction so repairing the job utilizing your custodies is really hearty. It requires drawn-out preparation and new accomplishments are invariably acquired even after making. I ever find it exciting to scrubbing-up, operating, or largely as a medical pupil, helping in theater. There is a huge array of subspecialties on offer, from urogenital medicine to plastic surgery. Some factors will be common to all fortes, but each will hold their ain set of challenges and demands. Orthopedic surgery is the most appealing subspecialties in surgery, it can be really physical but there are many specialist tools available to cut down the demand for inordinate force. The on-call agenda is comparatively demanding as accidents can go on any clip of the twenty-four hours. In contrast with ENT surgery where more of the surgeries are elected with really small exigency work so the working hours can be rather flexible. Through the class, I am going more informed about the different calling options and have got a better thought of what kind of calling I want, though non confident plenty to do a concluding determination. At the same clip I should non go narrow minded and ignore the other countries of medical specialty, because I may yet detect other new involvements. Word Count: 1018 Global Health Section Global wellness is a subject in medical specialty derived from public wellness and international wellness. It has been defined as â€Å" an country for survey, research and pattern that places a precedence on bettering wellness and accomplishing equity in wellness for all people worldwide ( 2 ) † . It is a field joins the medical and societal scientific discipline subjects, including human ecology, economic sciences, epidemiology and many others. It uses wellness informations such as life anticipation and infant mortality rate to mensurate the wellness jobs present in an country. It besides emphasises on wellness issues such as HIV/AIDS and malaria that can hold a planetary economical and political impact. What is equity in wellness? Health equity among states and within a state or community is a major issue in planetary wellness. The publicity of societal and economic equity and decrease of wellness disparities has been a cardinal subject in domestic public wellness, international wellness, and planetary wellness ( 2 ) . Equity of wellness can be confused with equality of wellness. Health equity focuses on the distribution of resources and other procedures that drive a peculiar sort of inequality between more and less advantaged groups, in other words, wellness inequality that is unjust or unfair ( 3 ) . Not all wellness disparities are unjust ( 4 ) , for illustration, we would anticipate immature grownups are healthier than the aged and work forces have prostate jobs whereas adult females do n’t. However, if the difference arises from immunization degree or nutritionary position, so it would do concern from an equity position ( 3 ) . More late, Braveman and Gruskin defined wellness equity as â€Å" absence of systematic disparities in wellness between different societal groups. Unfairnesss in wellness consistently put groups of people who are already socially disadvantaged ( for illustration, by virtuousness of being hapless, female, and/or members of a disfranchised racial ethnic or spiritual group ) at farther disadvantage with regard to their wellness ; wellness is indispensable to wellbeing and to get the better ofing other effects of societal disadvantage. † ( 3 ) Financing of wellness attention Financing of wellness attention is a major factor in equity of wellness attention, it is the activity of raising or roll uping gross to pay for the operation of a wellness attention system ( 5 ) . The conventional classs for fiscal beginnings are revenue enhancement, societal wellness insurance, private wellness insurance and out-of-pocket payments. Depending on the wellness attention system there are many fluctuations in the funding beginnings, for illustration, societal wellness attention insurance can be implemented on a national degree or a community degree and it can either be compulsory or voluntary ( 6 ) . Equity in wellness attention funding is assessed by the grade of inequality in paying for wellness attention between families of unequal Ability To Pay ( ATP ) ( 7 ) . Policy shapers in assorted states seem to be building wellness attention financing harmonizing to ATP. The Ministry of Health ( MOH ) in Malaysia subscribes to this scheme by suggesting that the state ‘s part to the new national wellness financing strategy to be related to ATP ( 8 ) . Malayan wellness attention system The cardinal rule of the Malaysian wellness attention system is that the handiness to wellness attention is non to be related to ATP, peculiarly in the event of illness ( 9 ) . The Malayan wellness attention system has seen great betterment over the past old ages. During the period of 1990 to 2005, life anticipation at birth increased significantly: males from 69.0 to 71.8 old ages and females from 73.5 to 76.2 old ages ; infant mortality rate fallen from 13.5 to 5.1 per 1000 ( 8 ) . Malaysia was ranked at 49 from 191 WHO member states ( 10 ) , which assessed the overall wellness public presentation against the three aims of good wellness, reactivity and just fiscal part. Malaysia ‘s public presentation at just fiscal part is comparatively low ( 122-123 out of 191 WHO member states ) compared to the other two aims ( 10 ) . In Malaysia, the populace and private wellness services co-exist. The authorities provides public wellness services through public infirmaries and wellness clinics. Private wellness attention complement the medical services provided by the authorities and its outgrowth is driven by demand. The wellness system overall is preponderantly revenue enhancement financed. The national outgo showed that authorities subsidises 58.2 % of the support in public sector whilst the balance of 41.8 % is financed by the private sector in 2003 ( 11 ) . The support are from five chief beginnings: direct revenue enhancements, indirect revenue enhancements, Employee Provident Fund ( EPF ) and Social Security Organisation ( SOCSO ) parts, private insurance premiums and out-of-pocket payments ( 6 ) . Those financess are transferred straight or indirectly to either public or private installations. Figure 2. Households ‘ Financial Contributions to Health Care System in Malaysia. From ( 6 ) . Many parametric quantities and techniques are available in the appraisal of equity of funding in a peculiar wellness attention system. Progressivity measures the divergence from proportionality in the relationship between wellness payment and ATP ( 12 ) . A progressive system means that the persons or families with greater ATP are paying more proportionately in funding wellness attention. The Kakwani ‘s progressiveness index ( 13 ) is a widely used tool in public finance to measure equity. The value ranges from -2 in the most regressive system to +1 in the most progressive system, 0 agencies that the system is relative and wellness payments account for the same proportion of income, irrespective of the person ‘s income ( 14 ) . A research carried out by Yu et Al ( 6 ) employed information from Household Expenditure Survey ( HES ) Malaysia 1998/99 indicated that the five finance beginnings in Malaysia have produced a imperfect system which is regarded as just. Malaysia â⠂¬Ëœs Kakwani ‘s progressiveness index mark compares really favorably to other revenue enhancement financed wellness attention systems in both development and developed states ( 6 ) . This determination contradicts the WHO World Health Report 2000, in which an older informations beginning from 1980s was used compared to the 1998/99 figures used in the new study. The two different findings besides indicate betterment in the equity of fiscal part in the wellness attention system during this clip. Although the finance of wellness attention can be regarded as just in Malaysia, there are other unfairnesss. Many among the hapless fail to seek wellness service due to go and chance costs. The private travel costs incurred to seek intervention have been high and besides increased at a higher rate compared to household income ( 15 ) . The hapless besides live farther from medical installations and have to pass more to go compared to the rich ( 15 ) . From the instance of Malaysia we can see that achieve equity in wellness attention can be really hard. The state has a really just manner to finance the wellness attention system but jobs remains in the distribution of service. Besides the turning proportion of private finance beginnings will do an escape of skill medical forces from the populace sector which will make farther entree unfairnesss. Word count: 1104 Final Aims and Aims Experience wellness attention systems in different states. The two states that I ‘m sing will hold rather different systems to each other and the UK. It would be interesting to see what can be learnt from each and what can we make to better our ain wellness system. Practice the clinical accomplishments acquired in the past two old ages and hopefully get some new accomplishments that can be used in the hereafter. This can be a good clip to retouch on all the clinical accomplishments which will be needed during fond regards in the 5th twelvemonth and foundation occupations. Use this chance to research calling options. More exposure in orthopedic surgery will hopefully beef up my aspiration towards surgical callings. Use the clip in Kuala Lumpur to acquire more exposure to fortes that I have n’t had much exposure, for illustration, ENT and dermatology. To carry on the research undertaking, this is still pending on ethical blessing. This is an chance to pattern how to transport out clinical researches, which is a utile accomplishment to hold regardless of the forte I will be come ining. If the research is approved and everything else goes good, it can be a good opportunity to hold some work published early in the calling. Word count: 207 History of Elective Plans Singapore Since my elective is split into two halves, I shall speak about each individually. My first finish is Singapore. Officially known as the Republic of Singapore, it is a metropolis province and besides an island state. Situated off the southern tip of the Malay peninsula, separated from Malaya by the Strait of Johor. It is the universe ‘s 4th taking finance Centre and the 3rd busiest port. Figure 3. Singapore skyline at dark from www.panorami.com With a population of merely over 5 million and being one of the smallest states in the universe, its population denseness is the 3rd highest in the universe. Merely 2.9 million of its population are born locally, 43 % ( 16 ) . Singapore is a multicultural state, the 2010 nose count ( 17 ) indicates that bulk of population being cultural Chinese ( 74.1 % ) , with 13.4 % Malays, 9.2 % Indians. There are four official linguistic communications in Singapore: English, Mandarin, Tamil and Malay. English is the on the job linguistic communication and all physicians are trained in English. The largest faith is Buddhism ( 44.2 % ) , Christianity and Islam are the other chief faiths with 18.3 % and 14.7 % severally ( 17 ) . Figure 4. The Merlion, a symbol of Singapore. This fabulous animal is a capturing loanblend of a king of beasts and a fish. From www.travelerfolio.com Singapore has a cosmopolitan health care system where the authorities ensures affordability. Most care outgo ( 68.1 % ) ( 18 ) is provided by the private sector, and the remainder is from the authorities. Harmonizing to the World Health Organisation ( 18 ) , Singapore has the lowest infant mortality rate ( 3 in 1000 ) and it besides has one of the highest life anticipations at birth ( 80 old ages ) . Singapore has â€Å" one of the most successful health care systems in the universe, in footings of both efficiency in funding and the consequences achieved in community wellness results † ( 19 ) . The system uses a combination of mandatory nest eggs from salary tax write-offs, founded by the workers and employers, a means-tested authorities subsidies for those in fiscal adversity and a national insurance strategy to cover major and drawn-out unwellnesss ( 19 ) . Although really successful, this peculiar health care system is â€Å" hard to retroflex in other states † , chi efly because the comparatively little population of 5 million on a concentrated piece of land, so the planning of the health care substructure is much easier comparing to larger states ( 19 ) . There are 13 private infirmaries, 10 authorities founded infirmaries and a figure of other specializer clinics. Khoo Teck Puat Hospital ( KTPH ) is the newest public infirmary in Singapore, built to function the health care needs of more than 650,000 peopleA who live and work in the North of the city.A The infirmary was officially opened in November 2010, the entire cost of development was $ 674m ( 20 ) , $ 125m of which was donated by the late Khoo Teck Puat ‘s household, who was wealthiest adult male in Singapore. KTPH is a territory general infirmary consists of 19 wards with 550 beds, with a six-storey Specialist Outpatient Clinic block, and an eight-storey edifice lodging the private wards and a 10-storey subsidized tower ( 20 ) . KTPH is besides actively involved in medical instruction and supply clinical instruction to medical pupils from Yong Loo Lin School of Medicine at the National University of Singapore ( 20 ) . Figure 5. Khoo Teck Puat Hospital. From www.flickr.com Kuala Lumpur, Malaysia Malaysia is situated in South East Asia, separated into two parts by the South China Sea into Peninsular Malaysia and Malaysian Borneo, besides known as West and East Malaysia severally. The Peninsular Malaysia was known as Malaya, gained independency from Britain in 1975, so united with Sabah, Sarawak and Singapore to organize Malaysia in 1963. However in 1965, Singapore withdrew from the federation and formed an independent state. The entire population of Malaysia is merely over 28 million ( 21 ) , Malays and other Bumiputera groups make up 65 % of the population, Chinese 26 % , Indians 7.1 % and other cultural groups 1 % ( 22 ) . The distribution of population across the state is instead uneven with approximately 80 % life in Peninsular Malaysia ( 21 ) . There are 137 living linguistic communications spoken in Malaysia ( 23 ) . Bahasa Malaysia, a standardised from of Malay is the official linguistic communication. English was the official administrative linguistic communication before Malaysia ‘s independency and remained to be widely used, particularly in service industries and other work topographic points. So communicating should non be an issue during the elected. Islam is the largest and the official faith with 60.4 % of the population, Buddhism and Christianity are the other chief faiths with 19.2 % and 9.1 % followerss severally. Figure 6. Map of Malaysia. From www.cia.gov Kuala Lumpur is the capital and the largest metropolis in the state with a population of 8 million in the metropolitan country ( 24 ) . The name literally means â€Å" boggy estuary † in Malay It has developed from a hovel town lodging mineworkers from the nearby Sn mine in mid nineteenth century to be dominated by the tallest skyscrapers in Southeast Asia and flower with the returns of international trade and commercialism. Kuala Lumpur is a really diverse metropolis in footings of human ecology, faith and civilization with historic temples and mosques sitting aboard futuristic towers. This diverseness attracts tourers from all over the universe, and I am certain I will hold plentifulness to make and see in my free clip. Figure 7. Kuala Lumpur at dawn with Petronas Towers ruling the skyline. From kualalumpurhotels.travel Hospital Kuala Lumpur is the largest infirmary in Malaysia and one of the largest in Asia. It is situated on 150 estates of land with 83 wards and 2302 beds. It employs a immense staff of 7000 workers, including 200 advisers and specializers with 500 registrars and house officers ( 25 ) . The infirmary is situated at the Centre of the metropolis, and was built in 1870 and consisted of merely 3 wards. Since so, it has been invariably upgraded and in 1997 it has completed upgrading its Institute of Radiotherapy, Oncology and Nuclear Medicine ( 25 ) . HKL besides plays an of import function in developing wellness professionals. As it is the chief instruction infirmary for medical pupils from the National University of Malaysia the staff will be more than capable to supply a worthwhile acquisition experience and hence it is a really popular pick among elected pupils. Many fifth pupils spent their electives in HKL exhaustively enjoyed their posters. As it is a immense infirmary there are so many different sections I can see and most physicians are more than happy for you to fall in their squad for a twenty-four hours regardless the section you are posted under. Figure 8. The Thean Hou Temple is one of the largest Chinese Buddhist temples in Kuala Lumpur. Officially opened in 1989, it is dedicated to Tian Hou ( The Heavenly Mother ) . From www.flickr.com Word count: 1092 Personal Safety, Health and Wellbeing For personal safety issues about the states I am about to see for the electives, I foremost checked the Foreign and Commonwealth Office web site for some general advice. For Singapore, â€Å" there is an underlying menace from terrorist act. Attacks could be indiscriminate, including in topographic points frequented by exiles and foreign travelers † ( 26 ) .This means there is a low degree of known terrorist activity. So from terrorist act concern point of position, Singapore is possibly safer than the UK. FCO besides states that violent offense is rare, but travelers should be cognizant of street offense such as bag-snatching. This sort of activity occurs more often in tourist country such as airdromes, I think I should exert same sort of cautiousness as I would in all big metropoliss. The FCO peculiarly highlighted that â€Å" the offenses of indignation of modestness ( molestation ) can ensue in a all right, gaol or bodily penalty ( the Calamus rotang cane ) . Travelers are advised to avoid any action that could be interpreted as molestation. Scams affecting false claims of molest are thought to be † ( 26 ) . This should non be a major concern as most people would exert common sense non to do any offense, though this does alarm traveler to the state that certain misbehaviors that would be dealt laxly in the UK can take to really serious penalty in Singapore. The menace of terrorist act is somewhat more serious in Malaysia, FCO listed it as a state with â€Å" general menace of terrorist act † and â€Å" some degree of known terrorist activity † ( 26 ) .The FCO besides warned against travel to the east Sabah part of the state as there â€Å" are indicants that both condemnable and terrorist groups are be aftering violent Acts of the Apostless against foreign tourers † ( 26 ) in that country. The last incidence affecting foreign subjects was in 2003 and there are no other reported incidences since. East Sabah is in east Malaysia, far from the capital metropolis Kuala Lumpur, and I have no programs to go to that portion of the state. In footings of insurance during elected period and other travels that may follow, I have ever purchased travel insurance to cover my flights to and from place during the holiday period. I have been with Insure A ; Go for a figure of old ages, it ‘s a really dependable company and their one-year multi-trip policy is really comprehensive. The insurance bundle costs ?70 per twelvemonth, which includes cancellation, personal properties, luggage, paperss and whole scope of other screens. One of import screen I should foreground is the medical screen. As if for any ground I fall ill during the elected or the period spent going after the elected, I would be cover for the local wellness service if it ‘s needed. The wellness attention systems in Singapore is mostly in private founded so the cost it would be rather expensive, and the National University of Singapore requires all incoming elected pupils to hold medical insurance during the elected period. I have besides checked wit h the insurance company that the â€Å" medical elective † is covered as portion of the travel insurance as it can be a gray country between vacation travel and working travel. They have confirmed that the elective is covered by this policy. Professional insurance or malpractice insurance is besides required by the arrangement in Singapore. I have joined the Medical Protection Society since first twelvemonth of medical school but I have ne’er required their service. If I keep on following the counsel as I have been in the UK during the clinical surveies, professional insurance should non be of concern. I understand the medical pattern in different wellness systems and different civilization can change, patients ‘ outlook and apprehension of the function of medical pupil can besides be rather different. While working with patients, whether on ward or clinic, I should explicate my function and do certain the patients understand who I am and what I ‘m making. At any point, if I am diffident about the ethical deductions of a certain pattern, for illustration, inquiring for consent from patient for scrutiny, I should confer with a senior member of the squad and inquire for advice for the recognized criterio n of pattern in that peculiar infirmary. Dengue febrility is known to happen in both Singapore and Malaysia ( 27 ) . There is no available inoculation or medical specialty to forestall this disease. The best step is to avoid mosquito bites by utilizing anti-mosquito sprays and picks. There is besides a hazard of malaria in Malaysia ( 27 ) , once more anti-mosquito steps should be used. In add-on, chemoprophylaxis should be used in concurrence. Chloroquine opposition is present in peninsular Malaysia, I shall take proguanil along with chloroquine. These drugs are available from most pharmaceuticss. Another major wellness concern for pupils traveling abroad for elected arrangement is the hazard of HIV exposure. The prevalence of HIV in Singapore and Malaysia are both really low. The latest figure shows that the prevalence of HIV in Malaysia is approximately 0.5 % and 0.15 % in Singapore, comparing to 0.35 % in the UK ( 28 ) . For the orthopedic surgery fond regard in Singapore, I will likely be in contact with blood while detecting or helping in theaters. Since the prevalence of HIV in Singapore is lower than this state, the hazard of exposure is really little. The fond regard in Kuala Lumpur would be based in the general medical specialty section, so the opportunities of contact with blood is minimum along with the low prevalence of HIV, the hazard of HIV exposure is once more really low. Hence, I ‘m non sing taking a post-exposure prophylaxis kit with me during the elected fond regard. One unwellness which I ‘m likely to endure from is traveler ‘s diarrhea. From experience, during about every abroad trip, I would hold traveler ‘s diarrhea at some phase. This is likely because I frequently like to seek the local nutrient and drinks and non afraid of eating unfamiliar things. To understate the hazard of holding diarrhea, of any kind, I should avoid feeding and imbibing in less reputable constitutions. As a safeguard I would besides take some loperamide tablets and anti-emetics in instance of diarrhea or more serious nutrient toxic condition. Word count: 998 How to cite The Medical Elective Medical Training Health And Social Care Essay, Essay examples