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In a year how much
marketing and sales data
does a real estate company generate?
15,000
leads in a year
15,000
leads in a year
15,000
leads in a year
100
business events per lead
15,000
leads in a year
100
business events per lead
x
15,000
leads in a year
100
business events per lead
x
100
attributes per lead
15,000
leads in a year
100
business events per lead
x 100
attributes per lead
x
15,000
leads in a year
100
business events per lead
x 100
attributes per lead
x
150 million
data points to query and reach a decision
15,000
leads in a year
100
business events per lead
x 100
attributes per lead
x
150 million
data points to query and reach a decision
processed in Real Time
customer email sent-read
advert clicks
calls answered
became opportunity
blog views
site visit scheduled
booked
customer industry
followup call done
customer seniority
app downloads
Facebook likes
re engaged
mobile traffic
gave referral
bounce rate
searches
banner impressions
webpage views
callsvia hoarding
NRI
price quote received
responded to print
time to convert
enquired
hotness
customer email sent-read
advert clicks
calls answered
became opportunity
blog views
site visit scheduled
booked
customer industry
followup call done
customer seniorityapp downloads
Facebook likes
re engaged
mobile traffic
gave referral
bounce rate
searches
banner impressions
webpage views
callsvia hoarding
NRI
price quote received
responded to print
time to convert
enquired
hotness
!
what is
big data
big data is like teenage sex
everyone talks about it, nobody really knows how to do it, everyone
thinks everyone else is doing it, so everyone claims they are doing it.
Seriously, what is big data?
Volume Velocity
Variety Variability
Seriously, what is big data?
Volume
Transactional data
Unstructured social media streams
Historical customer data
Velocity
Variety Variability
Seriously, what is big data?
Volume
Transactional data
Unstructured social media streams
Historical customer data
Velocity
Time-sensitive events
Ad impressions
Daily phone call detail records
Variety Variability
Seriously, what is big data?
Volume
Transactional data
Unstructured social media streams
Historical customer data
Velocity
Time-sensitive events
Ad impressions
Daily phone call detail records
Variety
Structured or numeric data
Sentiment and mentions across digital space
Videos, images and rich media
Variability
Seriously, what is big data?
Volume
Transactional data
Unstructured social media streams
Historical customer data
Velocity
Time-sensitive events
Ad impressions
Daily phone call detail records
Variety
Structured or numeric data
Sentiment and mentions across digital space
Videos, images and rich media
Variability
High visitor traffic on launches
High searches on week ends
Seriously, what is big data?
Big data
in
real estate
Marketing team
What is my marketing ROI?
Are customers aware about my brand?
What’s my marginal cost per conversion?
Marketing team Sales team
What is my marketing ROI?
Are customers aware about my brand?
What’s my marginal cost per conversion?
How to map sales team performance across time? across projects?
Can I accurately forecast my sales?
How I can filter interested customers who haven’t been followed up?
Marketing team Sales team
What is my marketing ROI?
Are customers aware about my brand?
What’s my marginal cost per conversion?
How to map sales team performance across time? across projects?
Can I accurately forecast my sales?
How I can filter interested customers who haven’t been followed up?
but there is a problem, how do you answer cross functional questionslike
Marketing team Sales team
What is my marketing ROI?
Are customers aware about my brand?
What’s my marginal cost per conversion?
How to map sales team performance across time? across projects?
Can I accurately forecast my sales?
How I can filter interested customers who haven’t been followed up?
Which marketing campaign gave you the fastest sales velocity to bookings?
How to develop a differential communication strategy for different phases in the buying cycle?
What marketing activities should I plan for a sustained sales pipeline?
but there is a problem, how do you answer cross functional questionslike
Marketing team Sales team
What is my marketing ROI?
Are customers aware about my brand?
What’s my marginal cost per conversion?
How to map sales team performance across time? across projects?
Can I accurately forecast my sales?
How I can filter interested customers who haven’t been followed up?
Which marketing campaign gave you the fastest sales velocity to bookings?
How to develop a differential communication strategy for different phases in the buying cycle?
What marketing activities should I plan for a sustained sales pipeline?
!
big data
can help you answer these questions
but there is a problem, how do you answer cross functional questionslike
Helps marketing and sales automation
Auto lead capture from all sources
Captures relevant business events in customer buying cycle
Easy way to process data and draw insights
Capable of using the drawn insights to add value back your campaigns
Core functions of a big data platform
real world application of big data
Campaign optimisation
based on
lead profiling
Luxury product near Balewadi, Pune
With a ticket size of Rs. 1 Cr
get 50 bookings
Campaign Brief
Campaign Plan
IT sector targeted
Pune and Mumbai based geo targeting
End user targeted campaign with lower focus on investors
11
11
200+ Leads in the first week
!
That is great!
Geo targeting, Time on site, CPA, CTR
Average time on the first (pre sales) call
Read receipts for project brochures
Time gap analysis between enquiry to first call
Real time - campaign analysis
Geo targeting, Time on site, CPA, CTR
Average time on the first (pre sales) call
Read receipts for project brochures
Time gap analysis between enquiry to first call
Real time - campaign analysis
but there was a problem
• This is big data in real estate
13
• This is big data in real estate
13
not the right segment
Property budget specified - Search & generic news campaigns
Increased budgets for mobile campaigns
Re allocated extra budgets to LinkedIn
Campaign analysis
Senior Mgmt. clocked higher time-on-site from mobile devices
Placement targeting for premium segment worked well
LinkedIn campaigns with seniority filter worked well
Search & generic news sites drove higher associates traffic (70:30 ratio)
Campaign optimisations
15
15
higher qualified leads
What big data enabled us?
Identify problems in real time
Arrive at accurate data driven decisions
Save on time. Save on money.
Understand your TG and their behaviour
Real time campaign optimisation is possible
Prioritising sales pipeline
based on
sales data points
real world application of big data
filtered to 2331 leads
filtered to 432 leads
filtered to 166 leads
the most probable 13 leads to convert immediately
Whats possible with big data?
Whats possible with big data?
Marketing
Whats possible with big data?
Marketing
segment customers by profile data
measure marginal costs and track ROI unto booking stage
create buckets for retargeting based on buying cycle
improvise campaigns in real time
Whats possible with big data?
Marketing
segment customers by profile data
measure marginal costs and track ROI unto booking stage
create buckets for retargeting based on buying cycle
improvise campaigns in real time
Sales
Whats possible with big data?
Marketing
segment customers by profile data
measure marginal costs and track ROI unto booking stage
create buckets for retargeting based on buying cycle
improvise campaigns in real time
Sales
track sales efficiency
track individual leads in sales funnels and improve forecasting
improve sales discipline and undertake data driven training
devise selling strategies
segment customers by requirements
prioritise sales pipeline
cost vs benefit analysis
What’s possible with Amura’s platform
What’s possible with Amura’s platform
Auto Lead capture
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
Measure every campaign
Tag input sources including the actual referral website (ad placement)
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
Measure every campaign
Tag input sources including the actual referral website (ad placement)
Sales automation and discipline
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
Measure every campaign
Tag input sources including the actual referral website (ad placement)
Sales automation and discipline
Automate mundane tasks like delivery of brochures, price quotes and track their read counts
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
Measure every campaign
Tag input sources including the actual referral website (ad placement)
Sales automation and discipline
Automate mundane tasks like delivery of brochures, price quotes and track their read counts
Built in communication platform
What’s possible with Amura’s platform
Auto Lead capture
Ensure all your digital sources are captured
Calls (inbound and outbound) all monitored and an outcome attributed to them
Leads from offline sources must also flow into the lead management system
Track marketing metrics - from impressions to enquiry
Measure every campaign
Tag input sources including the actual referral website (ad placement)
Sales automation and discipline
Automate mundane tasks like delivery of brochures, price quotes and track their read counts
Built in communication platform
Implement proxied communication
Eliminate the need to use any other communication medium
Thank you
Ketan SabnisSiddharth Bhakay
siddharth@amuratech.com ketan@amuratech.com

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Bigdata Applications in Real Estate Marketing & Sales Strategies

  • 1. In a year how much marketing and sales data does a real estate company generate?
  • 4. 15,000 leads in a year 100 business events per lead
  • 5. 15,000 leads in a year 100 business events per lead x
  • 6. 15,000 leads in a year 100 business events per lead x 100 attributes per lead
  • 7. 15,000 leads in a year 100 business events per lead x 100 attributes per lead x
  • 8. 15,000 leads in a year 100 business events per lead x 100 attributes per lead x 150 million data points to query and reach a decision
  • 9. 15,000 leads in a year 100 business events per lead x 100 attributes per lead x 150 million data points to query and reach a decision processed in Real Time
  • 10. customer email sent-read advert clicks calls answered became opportunity blog views site visit scheduled booked customer industry followup call done customer seniority app downloads Facebook likes re engaged mobile traffic gave referral bounce rate searches banner impressions webpage views callsvia hoarding NRI price quote received responded to print time to convert enquired hotness
  • 11. customer email sent-read advert clicks calls answered became opportunity blog views site visit scheduled booked customer industry followup call done customer seniorityapp downloads Facebook likes re engaged mobile traffic gave referral bounce rate searches banner impressions webpage views callsvia hoarding NRI price quote received responded to print time to convert enquired hotness
  • 13. big data is like teenage sex everyone talks about it, nobody really knows how to do it, everyone thinks everyone else is doing it, so everyone claims they are doing it.
  • 14. Seriously, what is big data?
  • 16. Volume Transactional data Unstructured social media streams Historical customer data Velocity Variety Variability Seriously, what is big data?
  • 17. Volume Transactional data Unstructured social media streams Historical customer data Velocity Time-sensitive events Ad impressions Daily phone call detail records Variety Variability Seriously, what is big data?
  • 18. Volume Transactional data Unstructured social media streams Historical customer data Velocity Time-sensitive events Ad impressions Daily phone call detail records Variety Structured or numeric data Sentiment and mentions across digital space Videos, images and rich media Variability Seriously, what is big data?
  • 19. Volume Transactional data Unstructured social media streams Historical customer data Velocity Time-sensitive events Ad impressions Daily phone call detail records Variety Structured or numeric data Sentiment and mentions across digital space Videos, images and rich media Variability High visitor traffic on launches High searches on week ends Seriously, what is big data?
  • 21.
  • 22. Marketing team What is my marketing ROI? Are customers aware about my brand? What’s my marginal cost per conversion?
  • 23. Marketing team Sales team What is my marketing ROI? Are customers aware about my brand? What’s my marginal cost per conversion? How to map sales team performance across time? across projects? Can I accurately forecast my sales? How I can filter interested customers who haven’t been followed up?
  • 24. Marketing team Sales team What is my marketing ROI? Are customers aware about my brand? What’s my marginal cost per conversion? How to map sales team performance across time? across projects? Can I accurately forecast my sales? How I can filter interested customers who haven’t been followed up? but there is a problem, how do you answer cross functional questionslike
  • 25. Marketing team Sales team What is my marketing ROI? Are customers aware about my brand? What’s my marginal cost per conversion? How to map sales team performance across time? across projects? Can I accurately forecast my sales? How I can filter interested customers who haven’t been followed up? Which marketing campaign gave you the fastest sales velocity to bookings? How to develop a differential communication strategy for different phases in the buying cycle? What marketing activities should I plan for a sustained sales pipeline? but there is a problem, how do you answer cross functional questionslike
  • 26. Marketing team Sales team What is my marketing ROI? Are customers aware about my brand? What’s my marginal cost per conversion? How to map sales team performance across time? across projects? Can I accurately forecast my sales? How I can filter interested customers who haven’t been followed up? Which marketing campaign gave you the fastest sales velocity to bookings? How to develop a differential communication strategy for different phases in the buying cycle? What marketing activities should I plan for a sustained sales pipeline? ! big data can help you answer these questions but there is a problem, how do you answer cross functional questionslike
  • 27. Helps marketing and sales automation Auto lead capture from all sources Captures relevant business events in customer buying cycle Easy way to process data and draw insights Capable of using the drawn insights to add value back your campaigns Core functions of a big data platform
  • 28. real world application of big data Campaign optimisation based on lead profiling
  • 29. Luxury product near Balewadi, Pune With a ticket size of Rs. 1 Cr get 50 bookings Campaign Brief Campaign Plan IT sector targeted Pune and Mumbai based geo targeting End user targeted campaign with lower focus on investors
  • 30. 11
  • 31. 11 200+ Leads in the first week ! That is great!
  • 32. Geo targeting, Time on site, CPA, CTR Average time on the first (pre sales) call Read receipts for project brochures Time gap analysis between enquiry to first call Real time - campaign analysis
  • 33. Geo targeting, Time on site, CPA, CTR Average time on the first (pre sales) call Read receipts for project brochures Time gap analysis between enquiry to first call Real time - campaign analysis but there was a problem
  • 34. • This is big data in real estate 13
  • 35. • This is big data in real estate 13 not the right segment
  • 36. Property budget specified - Search & generic news campaigns Increased budgets for mobile campaigns Re allocated extra budgets to LinkedIn Campaign analysis Senior Mgmt. clocked higher time-on-site from mobile devices Placement targeting for premium segment worked well LinkedIn campaigns with seniority filter worked well Search & generic news sites drove higher associates traffic (70:30 ratio) Campaign optimisations
  • 37. 15
  • 39. What big data enabled us? Identify problems in real time Arrive at accurate data driven decisions Save on time. Save on money. Understand your TG and their behaviour Real time campaign optimisation is possible
  • 40. Prioritising sales pipeline based on sales data points real world application of big data
  • 41.
  • 43.
  • 45.
  • 47.
  • 48. the most probable 13 leads to convert immediately
  • 49. Whats possible with big data?
  • 50. Whats possible with big data? Marketing
  • 51. Whats possible with big data? Marketing segment customers by profile data measure marginal costs and track ROI unto booking stage create buckets for retargeting based on buying cycle improvise campaigns in real time
  • 52. Whats possible with big data? Marketing segment customers by profile data measure marginal costs and track ROI unto booking stage create buckets for retargeting based on buying cycle improvise campaigns in real time Sales
  • 53. Whats possible with big data? Marketing segment customers by profile data measure marginal costs and track ROI unto booking stage create buckets for retargeting based on buying cycle improvise campaigns in real time Sales track sales efficiency track individual leads in sales funnels and improve forecasting improve sales discipline and undertake data driven training devise selling strategies segment customers by requirements prioritise sales pipeline cost vs benefit analysis
  • 54. What’s possible with Amura’s platform
  • 55. What’s possible with Amura’s platform Auto Lead capture
  • 56. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system
  • 57. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry
  • 58. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry Measure every campaign Tag input sources including the actual referral website (ad placement)
  • 59. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry Measure every campaign Tag input sources including the actual referral website (ad placement) Sales automation and discipline
  • 60. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry Measure every campaign Tag input sources including the actual referral website (ad placement) Sales automation and discipline Automate mundane tasks like delivery of brochures, price quotes and track their read counts
  • 61. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry Measure every campaign Tag input sources including the actual referral website (ad placement) Sales automation and discipline Automate mundane tasks like delivery of brochures, price quotes and track their read counts Built in communication platform
  • 62. What’s possible with Amura’s platform Auto Lead capture Ensure all your digital sources are captured Calls (inbound and outbound) all monitored and an outcome attributed to them Leads from offline sources must also flow into the lead management system Track marketing metrics - from impressions to enquiry Measure every campaign Tag input sources including the actual referral website (ad placement) Sales automation and discipline Automate mundane tasks like delivery of brochures, price quotes and track their read counts Built in communication platform Implement proxied communication Eliminate the need to use any other communication medium
  • 63. Thank you Ketan SabnisSiddharth Bhakay siddharth@amuratech.com ketan@amuratech.com