Outsourcing Analytics to India: 1

Outsourcing -Some Facts

 

A study found that out of every 1 dollar outsourced, only 31 cents comes to the outsourced country. The rest is captured by the Western Company in terms of savings and dividends. Most of India’s outsourcing sector is directly and indirectly owned by Western private equity players, who also use their influence within client companies in the West to outsource work. In addition in some sectors outsourcing helps to bridge resources shortage gaps to make those domains sustainable. The excesses of outsourcing happens when middle management start outsourcing for a short term quarterly benefit, without retraining it’s workers and in order to get the tab of “successfully managed an outsourcing/transition process” on their resumes. To some part American tax policies are responsible for those excesses. Also countries that benefit from outsourcing become more stable allies and in turn provide emerging markets for Western Manufacturers. At best it can be termed as a transfer of value between Western workers to Western investors via outsourcing staff.

 

Outsourcing – What Works , What doesn’t

 

A healthy outsourcing project outsources only required number of projects, has proper time for transitioning, has an on site co coordinator, and is adequately priced. If the contract squeezes the vendor, the vendor may cut corners and drop quality (he has American investors to answer to!). If the price is too lavish, the outsourcer will be disappointed in lesser cost savings and the hidden costs especially traveling and training.

 

The worst type of outsourcing transition is some people will transition in three weeks what they have learnt in three years to a bunch of consultants flying in, and will then be fired. This leaves everyone confused on the vendor side especially as most transition projects end up doing most of the documentation themselves . The resentful employees (and rightly so) share the bare professional minimum information and there is no team work here.

 

The best outsourcing projects that I have seen work are ones in which the vendor team is treated as a member of the company that happens to sit in India, thus can provide round the clock coverage due to time zone differences. The vendors are usually eager to learn, and if the outsourcing team is secure in transferring knowledge they generally pass along the soft informal tricks and trades of the process as well (for e.g. do not use table A from DW X, use table B, as it is more accurate). These contracts are generally adequately priced as ell. Remember your vendor team gets approx 20 to 33 % of billings only (for 100 dollar invoice only 30 dollars will go the team salary), the rest goes in overheads, investor returns etc. So an adequate billing rate ensures that your of shore team has more food with some jam on the table, thus will stick with you longer. An important check is to ask from your vendor before the contract starts to give the exact ratio of billing to salaries, and also to give the promotion schedule for the team. Also ask for the names of the analysts and qualifications and actual time spent in vendor company to avoid window dressing by vendors.

 

 

Choosing the right vendor without burning your fingers

 

You may get confused or plain irritated at the vendor selection stage where every vendor claims to build the Taj Mahal on the moon for 20 $ a hour for you. One of the best techniques is to give some sample data/task to be done to multiple vendors, and then evaluate the top 3. Then go for a free two month pilot to see synergies and team capabilities. Always ask for names of analytics working on the project. Then award the project but with adequate penalties in an elaborate service level agreement and liability clauses, just to keep operational risk down.

 


What to outsource and what not: A stepwise approach

 

Don’t give your vendor more to chew than he can swallow. Ask the vendor for examples and not just slides on similar work. Give an old actual project done by your team as a test in the pilot above. A stepwise approach to outsourcing will help save you much more money in the long term.

 

Outsourcing in Data Mining and Analytics:Transitions

 

India , China and Eastern Europe have vast pools of statisticians and MBA s that can be utilized for data mining analytics. But outsourcing everything in your analytics project is , well ,its like throwing the baby out with the bath water.

 

Time intensive tasks like Data crunching, Data querying, Data pulling and cleaning , and running repetitive jobs should definitely be outsourced. An additional aspect is to get these tasks documented during the transition process for your own operational stability.

 

The next stage is to transition reporting, but only after you feel your vendor team has documented and is comfortable with the data universe. Since most vendor teams use Master’s degrees and advanced programmers you can also give incentives to them for creating an automation process rather than do the same task again and again which enables them to enhance billing.

 

 

Lastly you can outsource high value tasks like market basket analysis ,scoring models as well as credit models, but only after regular compliance training has been given. You can also ask your offshore team to do research on newer techniques that you never had the time to.

 

 

 

Data Security

For data security insist on an on site inspection or a suitable standard like ISO 27001 certification to keep sensitive data safe, with proper encryption (like PGP) for data exchanges. Also insist on certain legal training for your offshore team (and not just on the job training) and this could be in the form of certifications as well.

 

Insist on sharing all codes and logs from your vendor as your own intellectual property as this will ensure operational stability and quality assurance at all stages of the project and the contract.

 

Outsourcing in this manner enables systematic freeing up of valuable on site resources to business context and strategic tasks rather than low level tasks, thus enhancing their skill sets as well. Having adequate penalties (in terms of free credits) for service level agreement breaches will ensure high quality steady output.


Cutting software costs in outsourcing of analytics and data mining –

Some costs like software costs remain the same through the globe.

You can use the outsourcing transition to force some innovation, like insist 50 % of offshore team uses Open Office and Google Applications for first six months, and nearly half the team uses open source statistical tools like R.

 

Using newer softwares like WPS ( a base SAS clone ) for cutting down SAS and SPSS costs, open source tools like Linux for say 25 % of the offshore team’s systems can actually help you do a test and control on costs on your own team.

 

Having personally worked with all these softwares, an optimized approach can save you much more costs than you can imagine.

 

Cultural Differences, Communication and Tracking– Most Indians see Western culture from Hollywood movies so be prepared for some fun here. Try and speak slowly, and ask if you have been understood after you say a paragraph. Ask your offshore team to send you a meeting summary after each call, and ask them to send a schedule of work for the upcoming week to ensure adequate resource allocation.

 

You can insist on time sheets (log in –log out), since most outsourcing companies record this information anyways for their own purposes so it’s not a big deal. Eastern cultures tend to be hierarchical with emphasis on deferring to superior’s opinions so try and ask your offshore team to speak up their thoughts in time. Use of instant messengers like skype greatly helps streamline communication.

 

Remember, for better or for worse, outsourcing is here to stay in some form or the other. If you cannot beat it, then join it , and if you do it correctly you, and your company will gain and you will enjoy the process as well.

 

Finding Outsourcing Vendors through Consultants

Consulting companies are limited to biases as most outsourcing companies (in India ) atleast have a big degree of ex consultants.

So each consulting company seems to have a prid quo quo arrangement or a favourite partner.

Outsourcing companies themselves have a lot of churn/attrition in senior management. So nearly everyone knows what the other rates /details are.

The industry average attrition is 40% and thats the annual growth as well.

The best way to choose a consulting/outsourcing company is to

a) ask for previous case studies as for your EXACT process

b) ask them about billing/salaries ratio for their staff for the outsourcer.

c) Ask about risk manaagement or change control processes in place for terminating or transitioning ownership, or even scenarios for changing vendors .

Why Do Indian BPO companies struggle more than Indian IT companies ?

1)different sales cycle and methods of evaluation- cost is the reason to outsource in BPO, capability AND cost is the reason to seek technology outsourcing. Sales cycle are longer and much bigger in IT companies, while BPO companies have a shorter sales invetment hence push for faster sales than a long sales cycle with mega deals

2)consultants are very good at generic processes, outsourcing requires a detail orientation and dealing with lower middle management to get the transitions requirements done correctly….

3) Most BPO’s hire the bottom half of top consulting firms or star salesmen who used to be stars. Sad but true .Ex consultants join PE funds if they are good, start ups if they are ok, BPO’s get the worst in that lot as they pay the least. Same for technology salesmen .

4) BPO is yet to mature in sales, pre sales processes and have a longer term view. It is a younger industry and I am sure IT outsourcing struggled in its initial days too.

5) Internal BPO HR practises-

Much higher levels of attrition in BPO lead to lower quality of delivery than in technology. Also experienced BPO delivery people,with zero sales experience, who stick around sometimes get to partner the new sales people onsite not because its good for the firm but only way to retain these people

6)Competition in BPO is quite ridiculous with rates touching 14-15 $ per hour for large deals, and quite many salesmen end up making discounts just to make that quarter or undercut the competition for strategic reasons.”

Margins are higher in IT companies in India .

Genpact and WNS are exceptions to this rule  due to sheer size and parental pedigree (GE and BA respectively), but most Indian BPOs/BTOs/KPOs less than 4000 people will suffer the above issues

Outsourcing Analytics:Attrition Silver Bullets

Use an analytical tool called common sense and think like the little guys.

1) Have a minimum core team of employees rather than over hire is your enthusiasm

2) pay them well…about 10 % above market rates.

3) give them appropriate designations 🙂 not the ones they manage to haggle for
4) for fluctuating demand/work use sub contractors rather than hire employees /build huge empires of people…..(e.g A VP once told me proudly “I lead 500 people”…as if he was going to fight for Sparta)

5) employees who have periods of very less and sometimes hectic over activity..leave.

attrition is easier controlled in smaller teams, and a lot more work can be sub contracted at economic terms….

6) be flexible and nice  to your people..

as long as they get the work done ,any time they want to come in should be fine as long as they meet deadlines…

7) use tele commuting,work from home , internet conferences etc ,it is safer and the IT industry uses it more than ITES. It also saves costs….

this will act as a substantial barrier to exit……

8) and find work,training ((skill enhancement etc),new developments  to keep young people from getting bored..rather than quarterly off sites. Give them a quarterly cash amount than the offsite .

9) Use predictive attrition control, based on survey based attributes and rate employees in red,yellow,green. Focus on the reds, high attrition threats. Some companies are even coming up with a response model to predict attrition.

Boredom makes people quit faster than anything at least in Indian analytics that I have seen.

Keep em happy and they will return the favour

Outsourcing Analytics:Some Trends

1) Eastern Europe has definitely come up and so is China in basic outsourcing processes. For more complex processes India remains the primary destination and sometimes act as managers to East European and China new outsourcers.EU countries delivery centers enjoy less stringent data norms. The Chinese speak much worse English and are better mathematicians. So are the East Europeans.

Some of this out sourcing 2.0 is driven by Indian companies who want to mitigate risks of rupee and have global delivery 24 * 7 and also enjoy EU norms of data protection.

2) Cutting costs through open source software like R, better solutions like WPS could also get big.

You can also see fragmentation to consultants as technology like remote desktop and skype allows low risk  remote working.

Consolidation of KPO and BPO has been problematic and disappointing in expectations at least in India.

Next big big trend depends on how 2008 US Recession and politics plays out as USA remains the biggest source of outsourcing business and trends in this field

Outsourcing Analytics:Maintaining Quality

1 use an instant messenger like skype so people dont exchange too many emails and can clarify things in a two minute call

2 stick to SLAs. if someone didnt design the SLA ‘s correctly have weekly metrics report. weekly team meetings and monthly higher up review meetings help.

3 Insist on offshore quality management like ISO 9001 or Green Belt, which are the default in It services.

4 insist on an attrition or team retention clause in your SLA. team members leaving will be biggest drop in your quality.

5 Have once a year on site trips . helps the training and the bonding too. its cheaper for off shore team members to fly on site , because the have lower actual costs.

6 have penalty clauses in SLA, insist on free credits for missed deadlines or bad quality project, its only fair..

7 always have an exit clause which specifies that offshore vendor will pay for transitioning process to newer member and have a liability clause too, its mostly taken care by their insurance company

8 Having a wiki helps in documentation , insist on all codes,logs to be sent to you with comments so as to review how the project was completed rather than only when something is wrong

9 trust in god, but lock your vendor’s contract

Choosing GUI for R :Simplify

While trolling through R literature, came across some good GUI ‘s for R. I am currently experimenting with two of them .

Out of these I can recommend R Commander http://socserv.mcmaster.ca/jfox/Misc/Rcmdr/ 

Not only is the GUI quite neat and clean, the interface actually prints out R code for you. so its a great help if you are learning R and want to learn and do projects at the same time. I imported a dataset of 200,000 rows and while it did take 3-5 secs longer than SAS or SPSS would have taken —Its very very good for a free STATS package. The graphics are also quite good , and I currently evaluating the modeling and scoring capabilities as well .

The second GUI is Rattle. http://rattle.togaware.com/radownload.html 

It is slightly less easy to install than R Commander which automatically downloads the dependencies in terms of packages and its also bigger (nearly 15 mb) for a dependency named RGtk2.

Coming up , a side by side comparison of these two GUI’s in terms of modeling and a search for additional GUIs.

Speaking of search, there  is a FireFox Add on for searching R specific material.