Health Score calculation logic

Ensuring cold emails land in the inbox (not spam) requires monitoring multiple metrics. We propose a composite Health Score (0–100) based on key deliverability factors. This score can flag problems early, so senders can adjust tactics before campaigns suffer. In email terms, “delivery” means the message was sent; “deliverability” means where it lands (inbox vs spam) . Thus, a good health score emphasizes true inbox placement via factors like reputation, engagement, bounces, etc.


Key factors influencing deliverability include:

Below we detail each factor, suggest how to weight it, and recommend monitoring practices and tools.

Domain & IP Reputation

Domain reputation is the overall “health” of your email domain/IP, rating its trustworthiness . A sender with a strong reputation is more likely to reach inboxes. Reputation is influenced by historical engagement (opens/replies), complaint rates, bounce rates and spamtrap hits . For example, Validity’s SenderScore (0–100) quantifies IP reputation; scores above ~80 are good . In the chart below, a very high SenderScore (98) is shown for a well-established sender:

Figure: Example SenderScore (0–100) for a high-volume sender (score = 98). Higher scores indicate strong reputation.

Technical Setup (SPF, DKIM, DMARC, rDNS)

Proper email authentication and DNS configuration are critical prerequisites for deliverability. SPF, DKIM, and DMARC are protocols that prove an email is legitimately from your domain . A correctly set up SPF record lists authorized sending IPs; DKIM provides a cryptographic signature; DMARC tells receivers what to do with messages that fail SPF/DKIM. Reverse DNS (PTR record) links your sending IP to your domain.

Bounce Rate (List Hygiene)

Bounce rate is the percentage of sent emails that never reach the inbox because the address is invalid (hard bounce) or temporarily unavailable (soft bounce). Hard bounces in particular signal bad list hygiene. ISPs penalize senders with high bounce rates as it suggests purchased or stale lists.

Spam Complaint Rate

This is the fraction of delivered emails marked as spam by recipients. Even a few complaints can severely hurt deliverability. Major ISPs use this as a top signal for spam.

Engagement: Open and Reply Rates

Engagement signals inbox placement and relevance. If recipients are opening and replying, it generally means your mail is getting through and interesting. Conversely, very low opens or replies (given normal send patterns) can indicate deliverability or content problems.

Sending Volume & Consistency

Cold-email accounts (especially new domains/IPs) must be “warmed up” with gradually increasing volume. Consistency over time is vital; erratic sending (sudden spikes or long pauses) harms reputation.

Continuous Monitoring & Scoring

Implementing this health score means tracking each factor over time and recomputing the score regularly (e.g. daily or weekly). For example, SparkPost’s “Health Score” runs daily and predicts your engagement based on recent bounces, complaints, etc. – scores >80 are considered good . Similarly, you can create a dashboard that ingests your ESP stats (bounces, complaints, opens/replies), ISP data (Google Postmaster/ SNDS), and external checks.

Overall, each factor contributes a weighted portion of the 100-point health score. For example, one might allocate ~20% each to Reputation and Technical setup, ~15% each to Bounce and Spam Complaints, and the remaining ~30% split among Open Rate, Reply Rate, and Volume (10% each) – though exact weights can be adjusted based on your priorities. The table below summarizes each factor, its weight, ideal thresholds, and monitoring tools.

Factor

Weight

Healthy Threshold / Guideline

Monitoring & Tools

Domain/IP Reputation

20%

High SenderScore/IP score (e.g. >80) ; no blacklists; Gmail “high” reputation.

SenderScore.org, Cisco Talos, BarracudaCentral, Google Postmaster (spam rate, reputation), MXToolbox (DNSBL).

Technical Setup (SPF/DKIM/DMARC/rDNS)

20%

All checks PASS: valid SPF record; DKIM-signing enabled; DMARC policy (preferably quarantine/reject with monitoring); PTR (reverse DNS) set .

MXToolbox DNS lookup (SPF, DKIM, DMARC, PTR); DMARC analyzers (e.g. DMARCIan); mailbox tester (GlockApps, Mail-Tester).

Bounce Rate

15%

<2% overall bounce . (2–5% is cautionary; >5% is critical.)

ESP bounce reports; list hygiene tools (Kickbox, NeverBounce) to clean lists; pause sends if bounces spike.

Email Deliverability Score

15%

<0.1% (≤1 complaint per 1,000 emails) . (Above ~0.3% is dangerous.)

Gmail Postmaster (spam rate), ISP feedback loops (Yahoo/AOL FBL), ESP complaint stats; ensure clear unsubscribe.

Open Rate

10%

Cold-email >50% is ideal ; <40% usually indicates deliverability issues .

ESP analytics (open logs); note tracking pixels may be blocked . Use subject tests and warm-up to improve.

Reply/Response Rate

10%

Typically 1–5% for cold campaigns . (Higher means better engagement.)

Track replies via CRM or sales platform. Compare to historical averages; a sudden drop may signal inboxing problems.

Volume & Consistency

10%

Steady ramp-up and volume. Example warm-up: 10–20→50→100 emails/day over weeks . No sudden spikes .

Warm-up tools (Lemwarm, WarmupInbox); sending logs/dashboards. Alert if current volume >200% of norm or big daily swings.

 


Revision #1
Created 9 June 2025 13:01:33 by Vivek Yadav
Updated 9 June 2025 13:42:50 by Vivek Yadav