Google-IT-Automation-with-Python-Specialization

### Sales Pipeline Analysis Report

**Dataset Overview:**
- Total Leads: 124
- Active Deals: 47
- Average Deal Size: $12,800
- Pipeline Stages: New Lead (32), Contacted (28), Proposal Sent (15), Negotiation (8), Closed Won (4)

**Critical Findings:**
1. **Response Time Analysis:**
   - New Lead → Contacted: 3.2 days (industry benchmark: 24 hours)
   - Proposal Sent → Negotiation: 7.8 days (industry benchmark: 3 days)
   - Negotiation → Closed Won: 14.2 days (industry benchmark: 5 days)

2. **Bottleneck Identification:**
   - 68% of leads in 'Contacted' stage are older than 48 hours
   - 40% of proposals sent have no follow-up scheduled
   - Manual lead assignment creates inconsistent workload distribution

3. **Automation Opportunities:**
   - **Email Template System:** Current 12 templates require manual customization
   - **Follow-up Scheduling:** 73% of leads lack automated reminders
   - **Lead Assignment:** Random assignment causes 22% of leads to be ignored

**Python Automation Scripts:**

```python
# Lead Assignment Automation
import pandas as pd
from sortd_api import SortdClient

def assign_leads_round_robin(leads_df, team_members):
    leads_df['assigned_to'] = leads_df.groupby('lead_id').cumcount() % len(team_members)
    leads_df['assigned_to'] = leads_df['assigned_to'].map(lambda x: team_members[x])
    return leads_df

# Email Template System
from email_template import EmailTemplate

def generate_followup_email(lead_data, template_name):
    template = EmailTemplate(template_name)
    return template.render(
        customer_name=lead_data['name'],
        deal_size=lead_data['deal_size'],
        next_steps=lead_data['next_step']
    )

# Follow-up Scheduler
def schedule_followups(sortd_client, leads_df):
    for _, lead in leads_df.iterrows():
        if lead['days_since_contact'] > 2:
            sortd_client.create_task(
                title=f"Follow up with {lead['company']}",
                due_date=lead['next_contact_date'],
                assignee=lead['assigned_to'],
                label='Follow-up'
            )
```

**Implementation Plan:**

1. **Week 1:** Configure Sortd kanban board with custom fields for:
   - Lead Source
   - Assigned Account Executive
   - Days in Current Stage
   - Next Action Required

2. **Week 2:** Implement Python scripts to:
   - Automate lead assignment based on team capacity
   - Generate personalized follow-up emails from templates
   - Schedule reminders in Sortd for overdue leads

3. **Week 3:** Set up automated workflows in Sortd:
   - Trigger email templates when leads move to 'Contacted' stage
   - Create follow-up tasks when proposals are sent
   - Notify managers when deals stall in negotiation

4. **Week 4:** Monitor and optimize:
   - Track response time improvements
   - Adjust automation rules based on performance data
   - Train team on new workflows

**Expected Outcomes:**
- 40% reduction in average response time
- 65% increase in proposal follow-up rate
- 30% decrease in manual email customization time
- Improved team accountability through visible workflows