KareerTracker

Top Big Data URLs for September 2015

Data Visualisation

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Machine Learning

Internet of Things

Toolbox for Data

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What are high demand skills for Big Data Engineers with Salary 120k+ in Melbourne?

There is a frequent asked question about what are high demand skills for Big Data Engineers in Melbourne. I decide to dig into with some job boards data. Here is my find.

Big Data:

  • Hadoop
  • Hive
  • PIG

And it will make you preferable if you have some of following skills:

  • Flume
  • Sqoop
  • Greenplum
  • hBase

About programming side, it is heavily towards Java and Scala. But it will be very nice to know about R and Python;

Problem solving is ranking top 1 skill required for big data jobs. I guess that is because purpose of data is to understand problems and solve problems.

 

Top Articles for Agile and Lean this week

As limited time in hand, I will stop updating this one.

Week 9/Mar Top 5

  • it’s critical startups stay lean so they can move fast; faster than big companies… solid post by @sgblank, read it here
  • Inspiring video on the next generation approach to business improvement #Strengths Based #Lean #SixSigma, Watch it here
  • DevOps is natural evolution of Agile development , Read it here
  • Ist Gen #Lean focused on the ‘what’ & ‘how’ of business: 2nd Gen Lean focuses on ‘why’, Watch it here
  • AgiloPedia: The Role of the Functional Managers in Agile, Read it here

Week 1/Mar Lean Agile Article/Videos/Podcasts

  • David Pogue: Simplicity sells, watch ted video here
  • How much of the user’s experience have you decided to take responsibility for? read article here
  • Podcast #216 Dan Jones, Lean Outside of Manufacturing, listen here
  • People aren’t resources! If you don’t want us to finish projects, let’s decide which projects not to do. Read it here

Week 22/Feb Lean Articles

  • Empowering self-organising teams with self-selection, read it here
  • Team self-selection kit, get it here
  • Lean Thinking Applied for Organizational Change, A3 Thinking or Popcorn flow, read it here
  • Large Scale Self Organization, read it here
  • How design thinking transformed Airbnb from failing startup to billion-dollar business, read it here

Week 15/Feb Top Agile Lean Articles

Extending value stream mapping through waste definition beyond customer perspective

The primary contribution is that they are extending the definition of waste to fit in the software intensive product development context.

Read your the article here.

Lean Principle 4 – “Defer Commitment”

An article is worth reading if you believe agile software is all about quick turnaround.

Read the full article here.

Stop telling your employee what to do

Stop telling your employee what to do, read the Harvard Business Review article here.

How Tom Chi prototyped Google Glass

Learn how google prototype and build google glasses from this video.

 

Week 8/Feb Top 5 Agile Lean Articles

Sociology, Not technology

Sociology, Not technology

Sociology, not Technology

The Social Age sees us connecting, sharing, working and leading in online spaces. But it’s a mistake to think that the real change is in the technology. It’s not: it’s about the sociology. When you build distributed agile team, always remember social and collaboration first.

Read the great article from Julian Stodd here;

9 Agile Retrospective Anti-Patterns

Here Luis Goncalves explain several Agile AntiPatterns that many companies face and struggle with. In this specific post Luis Goncalves is tackling Agile Retrospectives AntiPatterns.

Read the article here

Top 3 Learnings about Women in IT

As gender gap in IT industry becomes more known problem, Agile Coaching group in Melbourne get together and talks about the issue. There are many insights that I have gain. The article summarizes three top learnings in the meetup.

Read the article from here

Enabler of Data Agility

How much time does it take between collecting data and taking meaningful action? Is that in 1 min, 10 mins, or 1 hour or 1 month? The article give you some technical insight about how to achieve real time analytics.

Click here to read.

How speed can give you a competitive advantage in analytics

Though the use of big data remains a huge challenge for many businesses, those with more advanced capabilities are beginning to shift the emphasis from volume of data to speed of analytics.

Read the article here

Top Articles for Entrepreneur for this week

Week 5/Jul Top 5

Week 22/Jun Top 5

1. NYTimes Product Discovery Activity Guide

2. 18 Tips on Conducting Killer Customers Interviews

3. Paid Demand Creation – How to Build a Startup

4. The Lean Approach:”Customer Aqcuisition & Archetypes”

5. How to Collect Customer Feedback with Email

Week 1/Jun top 5

Week 18/May Top 5

Week 11/May Top 5

Week 26/April Top 10

Week 19/April Top 5

Week 12/April Top 5

  • What is Customer Development and Why Should Entrepreneurs Practice It? read it here
  • [INTERVIEW] Eric Ries on Building Successful Startups Faster, read it here
  • Engage with actual people and understand what they’re actually trying to achieve., read it here
  • You Don’t Have A Customer If You Don’t Have Non-Customers, read it here
  • What is cutomer value and how do you deliver it? read it here

Week 22/Mar Top 10

  • Get to “Yes” for Corporate #Innovation & Move at #Startup Speed from Steve Blank, read it here
  • It’s About Women Running #Startup’s: #NY vs #SV from Steve Blank, read it here
  • Validation: Be Sure Your Startup Vision Isn’t a Hallucination. 2 Minutes to See Why, read it here
  • Almost every free idea that has ever worked for getting more customers. This 172 page slide deck is loaded with examples of free customer acquisition tactics. From Mattan Griffel, Read it here
  • Many business process improvement & #lean programs fail to engage people because they focus on what & how but not why, Read it here
  • Market Type and Revenue, 2 Minutes to find out. Read it here
  • An MVP is not a Cheaper Product, It’s about Smart Learning; Great read to find what is a MVP. Read it here
  • 7 A/B Testing Ideas to Steal for Your Next E-commerce Conversion Experiment, Read it here
  • Entrepreneurship is a team effort. Watch it here
  • Lean Startup comes home – Toyota, Nice read about how toyota experiment with Lean Startup. Read it here

Week 9/Mar Top 3

Week 1/Mar Top Articles for Entrepreneurs

 

Week 22/Feb Top Articles for Startup, Lean Startup and Entrepreneurs

  • Y Combinator and 500 Startups, a comparision from founder’s view, read it here
  • 36 things I’ve learned as a founder, read it here
  • 6 Personality Flaws That Could Lead to Entrepreneurial Success, read it here
  • How design thinking transformed Airbnb from failing startup to billion-dollar business, read it here

Week 15/Feb Top 5 Articles for Start ups

35 Growth Hacking Tools for Marketers Who Don’t Code

So here it is: your epic list of tools for marketers with a technical mindset but limited coding chops. Read full detail from here

Where digital technology is moving fast

Where digital technology is moving fast

Where the Digital Economy Is Moving the Fastest

The Harvard Business Review article summarize where digital economy heads today. Where is your country heading? Read the HBR article here.

Crowd funding actually allows us to test our assumptions, ideas, projects and products on the market

Yann Girard have been observing the entire crowdfunding space for a couple of weeks now. There were a couple of very interesting things he found out. Most of these findings made him rethink the entire crowdfunding game and how to best use it. It especially made him wonder about its effectiveness for very early stage projects with limited to no financial resources at all. Read his article here.

Three ways to improve your pitch deck

The articles highlight the difference between a good pitch and an average one can see your startup either getting much-needed venture capital or the cold shoulder from investors. Read the article here.

Will Middle East become next biggest startup ground?

When 33-year old Kuwaiti entrepreneur Abdulaziz Al Loughani first glimpsed an opportunity in local food delivery company Talabat in 2005, nobody believed in him. At the time, only 23% of Kuwait’s population—a mere 600,000 people—were using the internet. The few startups that had launched, including his own, were off to a rocky start. Read full article about what it is like now in Middle east here.

Week 8/Feb Top 5 Articles for Entrepreneur

startup_stop_doing_something

Don’t let your business end up being a sad statistic. 7 Devastating Startup Mistakes to Avoid

The success rate of a startup is below 5%. Don’t let your business end as just another sad statistic. Avoid these common start up mistakes and join the ranks of winners. Know the 7 devastating startup mistakes before it is too late by clicking here.

Slides: How Startups Are Changing Marketing As We Know It

It is an excellent article from @amritachandra . Lots of my followers have favored and retweeted it. The most engaged startup and entrepreneur tweet for this week. Read it now and see what can work for you. View the slides here.

Mindmap helping starting up

Everyone has great ideas. But it is hard to decide whether we should start a business or whether it is right time for that. The mindmap give you lots of help in that. From that, you will understand what you need may need to become entrepreneur. Check it out now.

Download 100 Days of Growth Hacks

@sujanpatel and @RobWormley have created a great toolbox for growth hacking ideas. Before scaling up, you need to brainstorm what can be done. The book will give your ideas that you may never thought of. I downloaded the trials version, it has been very helpful for first timer as me. Download preview or the book from here.

No PayDay for Entrepreneurs

These days as an entrepreneur there is no such thing as payday. There are no weekends or month-end either. There are just days. There are days when you have lots of money. There are days when you have a little money. There are days when you are broke. But there are just days. Read the article here.

Weekly Top Articles for Leadership, Personal Branding, Learning and HR

Week 5/Jul Top Articles

Frame of Mind series. Composition of human face wire-frame and fractal elements with metaphorical relationship to mind reason thought mental powers and mystic consciousness

HR Meets Technology

Week 29/Jun Top Articles

Week 15/Jun Top Articles

Week 1/Jun Top Articles

Week 18/May Top Articles

Week 11/May Top Articles

Week 27/Apr Top Articles

Week 22/Mar Top Articles

  • How many of your managers are equipped to take the journey to new ways of working? Read it here
  • The top 20 thought leaders in Human Resources, Find it out here
  • Nothing matches the power of an #AppreciativeInquiry Summit for positive, disuptive #innovation, Read the article here
  • Why the Winners in Business Are Taking the Time to Build a Positive & Kind Social Culture, Read it here
  • Getting to “Yes” for Corporate Innovation, Read it here

Week 9/Mar Top Articles

  • The #bullying manager focuses on #teammember weaknesses, the #kind leader extends aligns strengths; Watch youtube video here
  • How to build partnerships & collaborative networking thru positive culture? #Futureofwork, Read it here
  • Positive Social Culture Co-Designed by Social Collaborative Code #FoW, Read it here
  • Fastest Freight a Story of Positive #Engagement by elevating & extending strengthsÂ, Read it here
  • 11 Key Insights on Future of Work from @JeremyScrivens, Find it out here

Week 1/Mar Top Articles

  • Collaborative Culture, or the Real Enterprise 2.0, read it here
  • The future of work and organisations from @rossdawson, read slides here
  • People aren’t resources! If you don’t want us to finish projects, let’s decide which projects not to do. read it here

Week 22/Feb Top Articles for HR and Leadership

  • Empowering self-organising teams with self-selection, read it here
  • Big data trend now being applied to managing human resources – Yahoo News Canada, read it here
  • Large Scale Self Organization, read it here
  • The Feel Good Principle: How Hormones, Habits, and Behavior Affect Storytelling, read it here
  • Collaborative Culture, or the Real Enterprise 2.0, read it here

Week 15/Feb Top Articles

Solve Retention Puzzle, part 6

Another great article from Jim Schreier, read the article here or read more from him at here

Transforming EDU CES Mobile Learning Panel Video

Mike Guerena participated in a panel discussion at CES 2015 on Mobile Learning at the Transforming EDU event. In addition to Mike the following also participated.

Moderator: John Ittelson, Professor, CSU Monterey Bay
Panelists: Kristin Townsend, National Program Director, Education, Verizon Foundation
Dr. Devin Vodicka, Superintendent, Vista Unified School District
Brian OliverSmith, CEO and Co-Founder, Urban Planet Mobile

Watch the video here.

The 7 Attributes of CEOs who get social media

SoMe CEO becomes high demands come from deep desire to understand customer and promote brand. Read this Harvard Business Review article for more attributes.

Why you will fail to have a great career

A great and tell you a brutal truth about why people failed their passion and career. It is one of best TED talk you an watch. Watch the TED talk here.

 

 

Week 8/Feb Top 5 Articles for Leadership and Personal Branding

Infographic shows us difference in leading extrovert and introvert

How to leader introvert and extravert

Introvert vs extravert, how to lead them

Top 3 Learnings about Women in IT

As gender gap in IT industry becomes more known problem, Agile Coaching group in Melbourne get together and talks about the issue. There are many insights that I have gain. The article summarizes three top learnings in the meetup. Read the article from here

8 Distinct Habits of Remarkable Leaders

Jeff Haden is one of my most respected influencer about leadership. This is one of excellent article from him again. Read the article and build your habits now.

12 Things That Successful Leaders Never Tolerate

To attain a successful life and meaningful leadership, we must refuse to tolerate the things that deplete, and ultimately destroy, us. Read the inspiring article from Lolly Daskal

8 Ways to better market yourself on LinkedIn

In today’s world, LinkedIn has becomes most of important part of your personal branding and one of most important channel prompting yourself. The tips in article are very helpful and practical, click and read it now.

Weekly Top Big Data Articles

WE MOVE TO MONTHLY BIG DATA ARTICLES

September: http://www.kareertracker.com/a/b/top-big-data-urls-for-september-2015/

 

Week 5/Jul Top 10

data_ops_large

Week 29/Jun Top 10

Week 15/Jun Top 10

Week 8/Jun Top 10

Week 1/June Top 10

Week 25/May Top 10

Week 18/May Top 10

Week 11/May Top 10

Week 27/April Top 10

Week 19/April Top 10

Week 12/April Top 10

It has been a while since last update because of Easter Holiday and other busy schedules. I come back to commit to two topics only now: Big Data and Entrepreneurship

  • #Dilbert takes on #BigData #Analyticsm, read it here
  • Infographics: The Surprising Things You Don’t Know About #BigData, Read it here
  • 27 free data mining books #Datamining #BigData #DataScience #machinelearning, Read it here
  • Intro to #MachineLearning [new @kaggle video series], Read it here
  • Choose the Best Chart to Convey Your Data’s Message, Read it here
  • #BigData + Behavioral #Analytics = #DataScience bridges the gap between intentions and actions, Read it here
  • he 5 Pieces of Data You Should Be Monitoring with Twitter #Analytics, Read it here
  • Beginner’s guide to R (6-part series + full PDF), Read it here
  • Keeping Up with the Growth of Scientific Data — Metadata are the key, Read it here
  • Exploratory Data Analysis Kernel Density Estimation in R, Read it here

Week 22/Mar Top 10

  • Analysis Paralysis: How #BigData May Finally Spell the End of Make-Believe Numbers, read it here
  • 8 Beasts in the Hadoop Herd, What to use and When…, Read it here
  • Data science: It’s greater than the sum of the parts, surprised by how dynamic it is, Read it here
  • 32 awesome new resources in #DataScience #MachineLearning #BigData #Analytics, Read it here
  • Veracity: 4th V of #BigData >MyPOV: Veracity= BigData potential to test many hypotheses, Read it here
  • In #BigData #Analytics Projects, Preparing the Data is Most of the Work, read it here
  • 11 #IoT Programming Languages Worth Knowing, what are they?
  • 2015 #BigData Trends, find it out now
  • Trends in Big Data Vs #Hadoop Vs Business Intelligence, hadoop becomes …; read it here
  • The Industrial Internet of Things (IIoT) – Revolutionizing the Way Business is Done, and it involves much more money than consumer business; Read it here

Week 9/Mar Top 10

Week 1/Mar Top 5

  • Deep Learning: Doubly Easy and Doubly Powerful with GraphLab Create, read it here
  • The Value of Data, Part 1: Using Data as a Competitive Advantage, read blog here
  • Spyre is Framework for providing a simple user interface for Python data projects, access github here
  • Theano-based implementation of Deep Q-learning, access github here
  • Understanding Natural Language with Deep Neural Networks Using Torch, read the blog here

Week 22/Feb Top 5

  • Which GPU(s) to Get for Deep Learning: My Experience and Advice for Using GPUs in Deep Learning, read here
  • Machine Learning done wrong, read here
  • Code for Human-Level Control through Deep Reinforcement Learning, read here
  • Big data trend now being applied to managing human resources – Yahoo News Canada, read it here
  • Map your music collection, read it here

Week 15/Feb Top Big Data Articles

problem-with-big-data-750x750

Three reasons your big data project is failing

The article highlights three reasons that big data project may fail. Check your big data project and see where it is at.

Read full article here.

Dont forget about storytelling in a big data age

We live in a world awash with information, but we seem to face a growing scarcity of wisdom. And what’s worse, we confuse the two. We believe that having access to more information produces more knowledge, which results in more wisdom. But, if anything, the opposite is true — more and more information without the proper context and interpretation only muddles our understanding of the world rather than enriching it.

Watch the video here why we need storytelling.

 

Week 8/Feb/2015 Top 5 Big Data Articles

This week is about use cases for big data in different industries including energy, utilities, insurance, healthcare and others. And real time data analytic is being pushed by different big data technology providers and there are demands from big players to fully utilize their data potential.

bigdata_utility_engergy_industry

Big Data, Big Opportunities for Energy & Utilities Industry

This video from IBM emphasizes the serious implications that bid data applications could have on the future of energy.

Click here to read

Big Data in Insurance and Healthcare

Interview with Ajay Bhargava who has more than 25 years of industry, research, strategic consulting, and teaching experience in the areas relating to databases, enterprise data management, data warehousing, business intelligence, advanced analytics, and Big Data. He has also contributed to SQL, ODBC and IDAPI database standards. Ajay built, and heads up the Global Analytics & Big Data practice for TCS Insurance & Healthcare customers.

Click here to read

Enabler of Data Agility

How much time does it take between collecting data and taking meaningful action? Is that in 1 min, 10 mins, or 1 hour or 1 month? The article give you some technical insight about how to achieve real time analytics.

Click here to read.

How speed can give you a competitive advantage in analytics

Though the use of big data remains a huge challenge for many businesses, those with more advanced capabilities are beginning to shift the emphasis from volume of data to speed of analytics.

Read the article here

What impacts consumers and drive them buy stuff? Big Data will help us rationalize and conquer this problem

Our prehistoric ancestors spent much of their waking hours foraging for and consuming food, an instinct that obviously paid off. Today this instinct is no less powerful, but for billions of us it’s satisfied in the minutes it takes to swing by the store and pop a meal in the microwave.

Read more detail here

3 Top Learning about Women in IT

gender_gap_in_it

Gender Gap in IT

I started product discovery journey for KareerTracker from June last year. There were lots interests from busy parents who have ambitions to grow their careers while having more time with family. We believed that there were more demanding from women because they have more difficulties in managing time and keeping focus from interviews. But the January usage stats told us a different story and the ratio between mums and dads was 2:8 and dads are much more active than mums too.

To search for cause of the problem, I attended an excellent session, “Women in Agile”, by @StephBySouth which attendees talked about gender gap in Agile community at Melbourne.

There are 3 great learning from the meetup:

The culture is root cause of the difference in ratio

A girl just graduated went into a high performance agile team. The team members have great relationships, they drinked together, they even have retrospective in someone’s house. They have great geek culture. The girl found it was difficulty fitting in and left the company after just two months.

90% of problem raised in meetup is related to culture. In Keira Snyder’s research, 65% of women leaving IT industry and not looking come back to IT becauses of maternity leave and social responsibilities such as taking care of kids.

The #likeagirl campaign has highlight how deep the problem is. If you haven’t watch the video, watch the video below:

Lots of women are leaving IT, and it is a leaking pipe

There are lots of women leaving IT because of social responsibilities like taking care of kids. From discussion, the flexibility of working hours becomes one of the biggest impediments for women. And in the same time, most women worked in highly collaborative roles like Iteration Manager, Product Manager and other roles which requires highly effective collaborative skills. It is very difficult for them to have different working times because of nature of jobs. There is no clear solution for the problem.

We need to solve this problem. Otherwise, we will have leaking pipe and there will be never enough women in IT.

We need to respect difference between women and men including social responsibilities

Women and men are genetically different and they were brought up differently. To increase number of women working in Agile and IT, we need to respect differences.

There are lots of women working as testers, iteration managers, UX/UI, and product managers. But we see trends that there are actions to try to increase ratio of women in STEM (Science, Technology, Engineering and Mathematics) . But is that what we should do? There are many skills that we need for IT industry. Support, respect and think benefits of one’s skills to team is a starting point.

Article from Rachel Sklar, “Stop Equating Women in Tech with Engineers”, is a very nice reading about Stop Equating Women in Tech with Engineers.

 

If you are interested in Women in IT (Gender Gap in IT Issue), you can read following blogs

 

 

How to setup Annual Goals

chinese_symbol_for_chaos_bagIt is time to setup new annual goals. I have started to setup annual goal since 6 years ago. I had difficulties in reach goals and feel depressed around December every year because I haven’t been able to finish them. It was in chaos mode for December, preparing for holiday, summarize what has happened and plan out other bold annual goals.

Last year, I have found the “S.M.A.R.T” rule for setting up goal. It has helped me a lot in achieving goals. And I did some changes in how I discover my goals too. I want to share my learning and feedback are welcomed.

Find mission and goals

I often found my list full of career development achievement.  Several of my friend did the same thing. Except the ambitious part, another biggest roadblock with list was unbalanced list. My goals didn’t include other parts of my life like personal health, family and community, my life was unbalanced for sure. I was workaholics. I were not happy and didn’t achieve what I want, and there were no big improvement in job satisfaction too. I started realized that I am in unbalanced life around December 2014.

I started listening to Stephen Covey’s “7 Habits for Highly Effective People”. The ideas in the book resonated with me. The biggest taken for me in the book, we need to goals fall into each category including:

  • Health
  • Job
  • Family
  • Community

We need to include most of them in our annual goals. I highly recommend  the mission build tool from them;

Other things that I found helpful are:

  • Don’t try to setup your goals at first week of year. Take your time thinking about and prioritize them
  • Communicate your goals to your family
  • Have agreed family and community goals with your family member
  • Communicate your goals to your close friends and get feedback

Now I am running a part time business help people’s career development. And I am able to drop business related stuff in hand and spend time with my child any time. And I am much healthier than before.

S.M.A.R.T. Goals

smart goal setting conceptSMART rule brings structure and track-ability to your goals. The clear and quantifiable SMART goal will make people focus and easily setup milestones for your 12 months ahead.

With SMART rule, you can evaluate your objectives.

Specific

You need to very specific about your goals. For example, I had set up goal in 2004 like ‘bring Agile into workplace’. I didn’t do much at the time because the goal was NOT specific enough. With “Specific” in mind, I would like setup as following: ‘setup Automatic function and unit testing in workplace for core components and increase test coverage to 60%’

Questions you may ask yourself when setting your goals and objectives are:

  • What exactly do I want to achieve?
  • Where?
  • How?
  • When?
  • With whom?
  • What are the conditions and limitations?
  • Why exactly do I want to reach this goal? What are possible alternative ways of achieving the same?

Measurable

Measurable is the most important part of a goal. Without it, you will achieve nothing and won’t feel satisfied even when you hit something big. And it helps you thinking more detail about your goal. I want to be happier. But happier can’t be one of your new year resolution. It is not measurable and not evidence.

Using health as example, I were thinking that I must live in a healthier lifestyle. It will be very hard to achieve it if you don’t measurable goal.

My last years’ health goals:

1. Lose weight to 70kg at end of Jan 2015

2. Have Vitamin D checking to 30 Jan 2015

3. Other general health checking should be kept same as before or better (I have last year result)

4. Minimum 4 hours exercise each week

You will notice, all of them are measurable and I have setup expire date too. And I have been using Runkeeper to track my goals and using medical check every six months to check how far away from the goals 2&3.

Achievable

I made some very bold goals between 2010 and 2012. I did make one of two of them. But I do feel depressed every December when new year was coming.

I feel happier and more achievement to setup reasonable goals while considering my commitment to family, community and health.

Don’t think that you gona have 80% commitment to your career goals. And you are a new mum. Please setup as less goals as possible. Just enjoy time with your kids.  Knowing your focus and what are other commitments will help you reasonable goals.

If you setup goals related to workplace, you need to understand cost, your supporters, business benefits and more.

Relevant

You goals should be relevant to missions that you and your family setup. The more relevant and more you are passion about, the more chance that you gona work harder and get it done.

Time-Bound

Annual goal is time-bound, 12 months. I personally found that starting a goal from February is much easier and achievable than starting from January.

In the same time, setting up milestones for your annual goals will increase your awareness towards goal and make yourself learning more from the journey.

My 5 cents: Track, Review and Adjust

Setting up milestones for your goals and review them are very important. There are several tools existing tracking progress toward goals. Please see last part the article, you will find mobile apps that I have been using.

With that, we can learn

  • What are biggest road blocks
  • What are working great
  • Whether we need to adjust goals
  • Celebrate success

 

Tools Keep Track of Your Goals

After setting up your goal, keep tracking your actions towards goals and make adjustment are important to your life. The following are the ones that I am using:

Health and Exercise Tracking Tool, Runkeeper (For most mobile device)

Career Development Tracking Tool, KareerTracker (developed by us, Android only)