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analysis.sql
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-- ------------------------------------------
-- Main KPIs
-- ------------------------------------------
-- Overall satisfaction rating
SELECT
ROUND(AVG(sat_rating),2) AS avg_satisfaction
FROM phonenow
WHERE sat_rating != 0
-- Overall calls answered / abandoned
SELECT
COUNT(call_id) AS total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS answered
, COUNT(CASE WHEN answered = "N" THEN call_id ELSE NULL END) AS abandoned
FROM phonenow
-- Calls by time (hour of the day)
SELECT
HOUR(date_time) AS hr,
COUNT(call_id) AS num_of_calls
FROM phonenow
GROUP BY 1
ORDER BY 1
-- Avg speed of answer for calls answered (not total calls)
SELECT
AVG(spd_of_ans_in_sec) AS avg_ans_speed
FROM phonenow
WHERE sat_rating != 0
-- Agent's performance quadrant
-- Measured by each agent's avg talk duration vs calls answered
-- STEP 1: Group total calls answered & total talk time duration (or total handle time) by agent
SELECT
agent_name
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS total_calls_answ
, sec_to_time(SUM(time_to_sec(avg_talk_duration))) AS tht
, SUM(time_to_sec(avg_talk_duration)) AS tht_in_sec
FROM phonenow
WHERE answered = "Y"
GROUP BY 1
ORDER BY 1
-- STEP 2: Divide total handle time by total calls answered to get average handle time
SELECT
agent_name, total_calls_answ
, sec_to_time(ROUND((tht_in_sec / total_calls_answ),0)) AS aht -- Average Handle Time
, ROUND((tht_in_sec / total_calls_answ),0) AS aht_in_sec
FROM (
SELECT
agent_name
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS total_calls_answ
, sec_to_time(SUM(time_to_sec(avg_talk_duration))) AS tht
, SUM(time_to_sec(avg_talk_duration)) AS tht_in_sec
FROM phonenow
WHERE answered = "Y"
GROUP BY 1
ORDER BY 1
) subq1
-- ------------------------------------------
-- Agent Analysis
-- ------------------------------------------
-- How many agents does the call center employ? (Ans: 8 agents)
SELECT
COUNT(DISTINCT agent_name) AS total_agent_count
FROM phonenow
-- What's each agent's performance like in terms of calls answered & unanswered?
-- Num of calls answered & unanswered by agent
SELECT
agent_name
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS total_calls_answ
, COUNT(CASE WHEN answered = "N" THEN call_id ELSE NULL END) AS total_calls_abandoned
FROM phonenow
GROUP BY 1
-- ------------------------------------------
-- Topic Analysis
-- ------------------------------------------
-- How many different types of calls are there within the call center?
-- Total Distinct Topics
SELECT COUNT(DISTINCT topic) AS total_num_of_topics
FROM phonenow
-- Total count of each topic by calls, sorted by highest calls first
SELECT
topic,
COUNT(topic) AS total_count
FROM phonenow
GROUP BY 1
ORDER BY 2 DESC
-- Temp tables to find total count of each topic by calls by hour
-- STEP 1: Create a temp table to find total calls by topic by hour
-- CREATE TEMPORARY TABLE total_calls_by_topic_hr
SELECT
HOUR(date_time) AS hr,
topic,
COUNT(topic) AS total_count
FROM phonenow
GROUP BY 1, 2
ORDER BY 1, 2
-- STEP 2: Turn STEP 1's table into a pivot table for easier viewing
SELECT
topic
, SUM(CASE WHEN hr = 9 THEN total_count ELSE 0 END) AS "09:00"
, SUM(CASE WHEN hr = 10 THEN total_count ELSE 0 END) AS "10:00"
, SUM(CASE WHEN hr = 11 THEN total_count ELSE 0 END) AS "11:00"
, SUM(CASE WHEN hr = 12 THEN total_count ELSE 0 END) AS "12:00"
, SUM(CASE WHEN hr = 13 THEN total_count ELSE 0 END) AS "13:00"
, SUM(CASE WHEN hr = 14 THEN total_count ELSE 0 END) AS "14:00"
, SUM(CASE WHEN hr = 15 THEN total_count ELSE 0 END) AS "15:00"
, SUM(CASE WHEN hr = 16 THEN total_count ELSE 0 END) AS "16:00"
, SUM(CASE WHEN hr = 17 THEN total_count ELSE 0 END) AS "17:00"
, SUM(CASE WHEN hr = 18 THEN total_count ELSE 0 END) AS "18:00"
FROM total_calls_by_topic_hr
GROUP BY 1
-- Temp tables to find total count of each topic by calls by day of the week
-- STEP 1: Create a temp table to find total calls by topic by day of the week
-- CREATE TEMPORARY TABLE total_calls_by_topic_day
SELECT
WEEKDAY(date_time) AS dy,
topic,
COUNT(topic) AS total_count
FROM phonenow
GROUP BY 1, 2
ORDER BY 1, 2
-- STEP 2: Turn STEP 1's table into a pivot table for easier viewing
SELECT
topic
, SUM(CASE WHEN dy = 0 THEN total_count ELSE 0 END) AS "Mon"
, SUM(CASE WHEN dy = 1 THEN total_count ELSE 0 END) AS "Tue"
, SUM(CASE WHEN dy = 2 THEN total_count ELSE 0 END) AS "Wed"
, SUM(CASE WHEN dy = 3 THEN total_count ELSE 0 END) AS "Thur"
, SUM(CASE WHEN dy = 4 THEN total_count ELSE 0 END) AS "Fri"
, SUM(CASE WHEN dy = 5 THEN total_count ELSE 0 END) AS "Sat"
, SUM(CASE WHEN dy = 6 THEN total_count ELSE 0 END) AS "Sun"
FROM total_calls_by_topic_day
GROUP BY 1
-- Total calls, calls answered + resolved, resolve rate, total & avg handle time
SELECT
topic
, COUNT(call_id) As total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS calls_answ
, COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) AS calls_res
, CONCAT(FORMAT((COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) /
COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END))*100,2), "%") AS res_rt
, sec_to_time(SUM(time_to_sec(avg_talk_duration))) AS total_time_spent
, sec_to_time(ROUND(AVG(time_to_sec(avg_talk_duration)),0)) AS avg_time_spent
FROM phonenow
GROUP BY 1
ORDER BY 1
-- ------------------------------------------
-- Calls Resolved Analysis
-- ------------------------------------------
-- Overall: total calls, total answered, answer rate, total resolved & resolved rate
SELECT
total_calls, answered,
CONCAT(ans_rate, "%") AS ans_rate,
resolved,
CONCAT(resolve_rate, "%") AS resolve_rate
FROM (
SELECT
COUNT(call_id) AS total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS answered
, FORMAT((COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) / COUNT(call_id))*100,2) AS ans_rate
, COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) AS resolved
, FORMAT((COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) /
COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END))*100,2) AS resolve_rate
FROM phonenow
) subq1
-- Grouped by topic: total calls, total answered, answer rate, total resolved & resolved rate
SELECT
topic, total_calls, answered,
CONCAT(ans_rate, "%") AS ans_rate,
resolved,
CONCAT(resolve_rate, "%") AS resolve_rate
FROM (
SELECT
topic,
COUNT(call_id) AS total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS answered
, FORMAT((COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) / COUNT(call_id))*100,2) AS ans_rate
, COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) AS resolved
, FORMAT((COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) /
COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END))*100,2) AS resolve_rate
FROM phonenow
GROUP BY 1
ORDER BY 6 DESC
) subq1
-- Grouped by agent name: total calls, total answered, answer rate, total resolved & resolved rate
SELECT
agent_name, total_calls, answered,
CONCAT(ans_rate, "%") AS ans_rate,
resolved,
CONCAT(resolve_rate, "%") AS resolve_rate
FROM (
SELECT
agent_name,
COUNT(call_id) AS total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS answered
, FORMAT((COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) / COUNT(call_id))*100,2) AS ans_rate
, COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) AS resolved
, FORMAT((COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) /
COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END))*100,2) AS resolve_rate
FROM phonenow
GROUP BY 1
ORDER BY 6 DESC
)
-- Temp table + Grouped by agent name & topic: total calls, total answered, answer rate, total resolved & resolved rate
SELECT
agent_name, topic,
CONCAT(ans_rate, "%") AS ans_rate,
resolved,
CONCAT(resolve_rate, "%") AS resolve_rate
FROM (
-- CREATE TEMPORARY TABLE ans_resolve_rate_by_agent_topic -- Used for the next query.
SELECT
agent_name,
topic,
COUNT(call_id) AS total_calls
, COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) AS answered
, FORMAT((COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END) / COUNT(call_id))*100,2) AS ans_rate
, COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) AS resolved
, FORMAT((COUNT(CASE WHEN resolved = "Y" THEN call_id ELSE NULL END) /
COUNT(CASE WHEN answered = "Y" THEN call_id ELSE NULL END))*100,2) AS resolve_rate
FROM phonenow
GROUP BY 1, 2
ORDER BY 1, 2, 7 DESC
) subq1
-- Pivot table for calls answered & resolved rate
SELECT
agent_name
, SUM(CASE WHEN topic = "Admin Support" THEN answered ELSE NULL END) AS adm_calls
, SUM(CASE WHEN topic = "Admin Support" THEN resolve_rate ELSE NULL END) AS a_res_rt
, SUM(CASE WHEN topic = "Contract related" THEN answered ELSE NULL END) AS cont_calls
, SUM(CASE WHEN topic = "Contract related" THEN resolve_rate ELSE NULL END) AS c_res_rt
, SUM(CASE WHEN topic = "Payment related" THEN answered ELSE NULL END) AS paym_calls
, SUM(CASE WHEN topic = "Payment related" THEN resolve_rate ELSE NULL END) AS p_res_rt
, SUM(CASE WHEN topic = "Streaming" THEN answered ELSE NULL END) AS strm_calls
, SUM(CASE WHEN topic = "Streaming" THEN resolve_rate ELSE NULL END) AS s_res_rt
, SUM(CASE WHEN topic = "Technical Support" THEN answered ELSE NULL END) AS tech_calls
, SUM(CASE WHEN topic = "Technical Support" THEN resolve_rate ELSE NULL END) AS t_res_rt
FROM ans_resolve_rate_by_agent_topic
GROUP BY 1
-- ------------------------------------------
-- Satisfaction Analysis
-- ------------------------------------------
-- Ratings by number 1 - 5
SELECT
sat_rating,
COUNT(sat_rating) AS total_count
FROM phonenow
WHERE sat_rating != 0
GROUP BY 1
ORDER BY 1
-- Pivot & temp table for satisfaction rating by topic
-- STEP 1: Create temp table for total ratings by topic & satisfaction number
-- CREATE TEMPORARY TABLE ratings_by_topic
SELECT
topic,
sat_rating,
COUNT(sat_rating) AS total_count
FROM phonenow
WHERE sat_rating != 0
GROUP BY 1, 2
ORDER BY 3 DESC
-- STEP 2: Create pivot table for STEP 1
SELECT
topic
, SUM(CASE WHEN sat_rating = 1 THEN total_count ELSE NULL END) AS "1"
, SUM(CASE WHEN sat_rating = 2 THEN total_count ELSE NULL END) AS "2"
, SUM(CASE WHEN sat_rating = 3 THEN total_count ELSE NULL END) AS "3"
, SUM(CASE WHEN sat_rating = 4 THEN total_count ELSE NULL END) AS "4"
, SUM(CASE WHEN sat_rating = 5 THEN total_count ELSE NULL END) AS "5"
FROM ratings_by_topic
GROUP BY 1
ORDER BY 1
-- Pivot & temp table for satisfaction rating by agent
--STEP 1: Create temp table for total ratings by agent & satisfaction number
-- CREATE TEMPORARY TABLE ratings_by_agent
SELECT
agent_name,
sat_rating,
COUNT(sat_rating) AS total_count
FROM phonenow
WHERE sat_rating != 0
GROUP BY 1, 2
ORDER BY 3 DESC
-- STEP 2: Create pivot table for STEP 1
SELECT
agent_name
, SUM(CASE WHEN sat_rating = 1 THEN total_count ELSE NULL END) AS "1"
, SUM(CASE WHEN sat_rating = 2 THEN total_count ELSE NULL END) AS "2"
, SUM(CASE WHEN sat_rating = 3 THEN total_count ELSE NULL END) AS "3"
, SUM(CASE WHEN sat_rating = 4 THEN total_count ELSE NULL END) AS "4"
, SUM(CASE WHEN sat_rating = 5 THEN total_count ELSE NULL END) AS "5"
FROM ratings_by_agent
GROUP BY 1
ORDER BY 1
-- Average Ratings by month
SELECT
MONTH(date_time) AS mo,
AVG(sat_rating) AS avg_rating
FROM phonenow
WHERE sat_rating != 0
GROUP BY 1