The Optimizer Statistics Advisor is a new Advisor in Oracle 12.2.
The goal of this Advisor is to check the way you gather the statistics on your database, and depending on what is found, it will makes some recommendations on how you can improve the statistics gathering strategy in order to provide more efficient statistics to the CBO.
This Advisor is also able to generate remediation scripts to apply the statistics gathering “best practices”.
adv
The recommendations are based on 23 predefined rules :

SQL> select rule_id, name, rule_type, description from v$stats_advisor_rules;


RULE_ID NAME RULE_TYPE DESCRIPTION
---------- ----------------------------------- --------- -------------------------------------------------------------------------------------
0 SYSTEM
1 UseAutoJob SYSTEM Use Auto Job for Statistics Collection
2 CompleteAutoJob SYSTEM Auto Statistics Gather Job should complete successfully
3 MaintainStatsHistory SYSTEM Maintain Statistics History
4 UseConcurrent SYSTEM Use Concurrent preference for Statistics Collection
5 UseDefaultPreference SYSTEM Use Default Preference for Stats Collection
6 TurnOnSQLPlanDirective SYSTEM SQL Plan Directives should not be disabled
7 AvoidSetProcedures OPERATION Avoid Set Statistics Procedures
8 UseDefaultParams OPERATION Use Default Parameters in Statistics Collection Procedures
9 UseGatherSchemaStats OPERATION Use gather_schema_stats procedure
10 AvoidInefficientStatsOprSeq OPERATION Avoid inefficient statistics operation sequences
11 AvoidUnnecessaryStatsCollection OBJECT Avoid unnecessary statistics collection
12 AvoidStaleStats OBJECT Avoid objects with stale or no statistics
13 GatherStatsAfterBulkDML OBJECT Do not gather statistics right before bulk DML
14 LockVolatileTable OBJECT Statistics for objects with volatile data should be locked
15 UnlockNonVolatileTable OBJECT Statistics for objects with non-volatile should not be locked
16 MaintainStatsConsistency OBJECT Statistics of dependent objects should be consistent
17 AvoidDropRecreate OBJECT Avoid drop and recreate object seqauences
18 UseIncremental OBJECT Statistics should be maintained incrementally when it is beneficial
19 NotUseIncremental OBJECT Statistics should not be maintained incrementally when it is not beneficial
20 AvoidOutOfRange OBJECT Avoid Out of Range Histogram endpoints
21 UseAutoDegree OBJECT Use Auto Degree for statistics collection
22 UseDefaultObjectPreference OBJECT Use Default Object Preference for statistics collection
23 AvoidAnalyzeTable OBJECT Avoid using analyze table commands for statistics collection


24 rows selected.


SQL>

You can have a look at this blog if you want a little bit more informations about these rules.
If you want to exclude some rules or some database objects of the Advisor’s recommandation, you can define multiple filters. (I will do that below.)

Well, let’s see how to use the Advisor. The first step is to create a task which will run it :

DECLARE
tname VARCHAR2(32767);
ret VARCHAR2(32767);
BEGIN
tname := 'stat_advisor_1';
ret := DBMS_STATS.CREATE_ADVISOR_TASK(tname);
END;
/

The task is created :

SQL> select task_name, advisor_name, created, status from dba_advisor_tasks where advisor_name = 'Statistics Advisor';


TASK_NAME ADVISOR_NAME CREATED STATUS
------------------------------ ------------------------------ ------------------- -----------
STAT_ADVISOR_1 Statistics Advisor 04.05.2017-11:19:25 INITIAL


SQL>

Now, I want to define some filters.
The first one will disable the Advisor for all objects, the 2nd will enable it only on a specific table and the 3th and 4th will exclude two rules :

DECLARE
filter1 CLOB;
filter2 CLOB;
filter3 CLOB;
filter4 CLOB;
BEGIN
filter1 := DBMS_STATS.CONFIGURE_ADVISOR_OBJ_FILTER(
task_name => 'STAT_ADVISOR_1',
stats_adv_opr_type => 'EXECUTE',
rule_name => NULL,
ownname => NULL,
tabname => NULL,
action => 'DISABLE' );


filter2 := DBMS_STATS.CONFIGURE_ADVISOR_OBJ_FILTER(
task_name => 'STAT_ADVISOR_1',
stats_adv_opr_type => 'EXECUTE',
rule_name => NULL,
ownname => 'JOC',
tabname => 'T2',
action => 'ENABLE' );


filter3 := DBMS_STATS.CONFIGURE_ADVISOR_RULE_FILTER(
task_name => 'STAT_ADVISOR_1',
stats_adv_opr_type => 'EXECUTE',
rule_name => 'AvoidDropRecreate',
action => 'DISABLE' );


filter4 := DBMS_STATS.CONFIGURE_ADVISOR_RULE_FILTER(
task_name => 'STAT_ADVISOR_1',
stats_adv_opr_type => 'EXECUTE',
rule_name => 'UseGatherSchemaStats',
action => 'DISABLE' );
END;
/

All is ready, let’s run the task…

DECLARE
tname VARCHAR2(32767);
ret VARCHAR2(32767);
BEGIN
tname := 'stat_advisor_1';
ret := DBMS_STATS.EXECUTE_ADVISOR_TASK(tname);
END;
/

…and generate the report :

SQL> select dbms_stats.report_advisor_task('stat_advisor_1',null,'text','all','all') as report from dual;
GENERAL INFORMATION
-------------------------------------------------------------------------------
Task Name : STAT_ADVISOR_1
Execution Name : EXEC_2172
Created : 05-04-17 11:34:51
Last Modified : 05-04-17 11:35:10
-------------------------------------------------------------------------------
SUMMARY
-------------------------------------------------------------------------------
For execution EXEC_2172 of task STAT_ADVISOR_1, the Statistics Advisor has no
findings.

-------------------------------------------------------------------------------
SQL>

Cool ! Nothing to report regarding statistics gathering on my the table JOC.T2 (see filter2 above).
But how does the Advisor reacts when I run it after having deleted the statistics on this table ?
SQL> exec dbms_stats.delete_table_stats(ownname=>'JOC',tabname=>'T2');


PL/SQL procedure successfully completed.


SQL> DECLARE
2 tname VARCHAR2(32767);
3 ret VARCHAR2(32767);
4 BEGIN
5 tname := 'stat_advisor_1';
6 ret := DBMS_STATS.EXECUTE_ADVISOR_TASK(tname);
7 END;
8 /


PL/SQL procedure successfully completed.


SQL> select dbms_stats.report_advisor_task('stat_advisor_1',null,'text','all','all') as report from dual;
GENERAL INFORMATION
-------------------------------------------------------------------------------
Task Name : STAT_ADVISOR_1
Execution Name : EXEC_2182
Created : 05-04-17 11:34:51
Last Modified : 05-04-17 11:44:22
-------------------------------------------------------------------------------
SUMMARY
-------------------------------------------------------------------------------
For execution EXEC_2182 of task STAT_ADVISOR_1, the Statistics Advisor has 1
finding(s). The findings are related to the following rules: AVOIDSTALESTATS.
Please refer to the finding section for detailed information.

-------------------------------------------------------------------------------
FINDINGS
-------------------------------------------------------------------------------
Rule Name: AvoidStaleStats
Rule Description: Avoid objects with stale or no statistics
Finding: There are 1 object(s) with no statistics.
Schema:
JOC
Objects:
T2


Recommendation: Gather Statistics on those objects with no statistics.
Example:
-- Gathering statistics for tables with stale or no statistics in schema, SH:
exec dbms_stats.gather_schema_stats('SH', options => 'GATHER AUTO')
Rationale: Stale statistics or no statistics will result in bad plans.
-------------------------------------------------------------------------------

It looks to work well. The Advisor detected that there is no stats on the table, and a rule were triggered.
And what about the remediation scripts ? Firstly, we have to generate them :

VARIABLE script CLOB
DECLARE
tname VARCHAR2(32767);
BEGIN
tname := 'stat_advisor_1';
:script := DBMS_STATS.SCRIPT_ADVISOR_TASK(tname);
END;
/


PL/SQL procedure successfully completed.

And then display them :

set linesize 3000
set long 500000
set pagesize 0
set longchunksize 100000
set serveroutput on


DECLARE
v_len NUMBER(10);
v_offset NUMBER(10) :=1;
v_amount NUMBER(10) :=10000;
BEGIN
v_len := DBMS_LOB.getlength(:script);
WHILE (v_offset < v_len)
LOOP
DBMS_OUTPUT.PUT_LINE(DBMS_LOB.SUBSTR(:script,v_amount,v_offset));
v_offset := v_offset + v_amount;
END LOOP;
END;
13 /
-- Script generated for the recommendations from execution EXEC_2182
-- in the statistics advisor task STAT_ADVISOR_1
-- Script version 12.2
-- No scripts will be provided for the rule USEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule COMPLETEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule MAINTAINSTATSHISTORY.Please check the report for more details.
-- No scripts will be provided for the rule TURNONSQLPLANDIRECTIVE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDSETPROCEDURES.Please check the report for more details.
-- No scripts will be provided for the rule USEDEFAULTPARAMS.Please check the report for more details.
-- No scripts will be provided for the rule USEGATHERSCHEMASTATS.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDINEFFICIENTSTATSOPRSEQ.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDUNNECESSARYSTATSCOLLECTION.Please check the report for more details.
-- No scripts will be provided for the rule GATHERSTATSAFTERBULKDML.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDDROPRECREATE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDOUTOFRANGE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDANALYZETABLE.Please check the report for more details.
-- No scripts will be provided for the rule USEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule COMPLETEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule MAINTAINSTATSHISTORY.Please check the report for more details.
-- No scripts will be provided for the rule TURNONSQLPLANDIRECTIVE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDSETPROCEDURES.Please check the report for more details.
-- No scripts will be provided for the rule USEDEFAULTPARAMS.Please check the report for more details.
-- No scripts will be provided for the rule USEGATHERSCHEMASTATS.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDINEFFICIENTSTATSOPRSEQ.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDUNNECESSARYSTATSCOLLECTION.Please check the report for more details.
-- No scripts will be provided for the rule GATHERSTATSAFTERBULKDML.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDDROPRECREATE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDOUTOFRANGE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDANALYZETABLE.Please check the report for more details.
-- Scripts for rule USECONCURRENT
-- Rule Description: Use Concurrent preference for Statistics Collection
-- No scripts will be provided for the rule USEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule COMPLETEAUTOJOB.Please check the report for more details.
-- No scripts will be provided for the rule MAINTAINSTATSHISTORY.Please check the report for more details.
-- No scripts will be provided for the rule TURNONSQLPLANDIRECTIVE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDSETPROCEDURES.Please check the report for more details.
-- No scripts will be provided for the rule USEDEFAULTPARAMS.Please check the report for more details.
-- No scripts will be provided for the rule USEGATHERSCHEMASTATS.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDINEFFICIENTSTATSOPRSEQ.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDUNNECESSARYSTATSCOLLECTION.Please check the report for more details.
-- No scripts will be provided for the rule GATHERSTATSAFTERBULKDML.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDDROPRECREATE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDOUTOFRANGE.Please check the report for more details.
-- No scripts will be provided for the rule AVOIDANALYZETABLE.Please check the report for more details.
-- Scripts for rule USEDEFAULTPREFERENCE
-- Rule Description: Use Default Preference for Stats Collection
-- Set global preferenes to default values.
-- Scripts for rule USEDEFAULTOBJECTPREFERENCE
-- Rule Description: Use Default Object Preference for statistics collection
-- Setting object-level preferences to default values
-- setting CASCADE to default value for object level preference
-- setting ESTIMATE_PERCENT to default value for object level preference
-- setting METHOD_OPT to default value for object level preference
-- setting GRANULARITY to default value for object level preference
-- setting NO_INVALIDATE to default value for object level preference
-- Scripts for rule USEINCREMENTAL
-- Rule Description: Statistics should be maintained incrementally when it is beneficial
-- Turn on the incremental option for those objects for which using incremental is helpful.
-- Scripts for rule UNLOCKNONVOLATILETABLE
-- Rule Description: Statistics for objects with non-volatile should not be locked
-- Unlock statistics for objects that are not volatile.
-- Scripts for rule LOCKVOLATILETABLE
-- Rule Description: Statistics for objects with volatile data should be locked
-- Lock statistics for volatile objects.
-- Scripts for rule NOTUSEINCREMENTAL
-- Rule Description: Statistics should not be maintained incrementally when it is not beneficial
-- Turn off incremental option for those objects for which using incremental is not helpful.
-- Scripts for rule USEAUTODEGREE
-- Rule Description: Use Auto Degree for statistics collection
-- Turn on auto degree for those objects for which using auto degree is helpful.
-- Scripts for rule AVOIDSTALESTATS
-- Rule Description: Avoid objects with stale or no statistics
-- Gather statistics for those objcts that are missing or have no statistics.
-- Scripts for rule MAINTAINSTATSCONSISTENCY
-- Rule Description: Statistics of dependent objects should be consistent
-- Gather statistics for those objcts that are missing or have no statistics.
declare
obj_filter_list dbms_stats.ObjectTab;
obj_filter dbms_stats.ObjectElem;
obj_cnt number := 0;
begin
obj_filter_list := dbms_stats.ObjectTab();
obj_filter.ownname := 'JOC';
obj_filter.objtype := 'TABLE';
obj_filter.objname := 'T2';
obj_filter_list.extend();
obj_cnt := obj_cnt + 1;
obj_filter_list(obj_cnt) := obj_filter;
dbms_stats.gather_database_stats(
obj_filter_list=>obj_filter_list);
end;
/

PL/SQL procedure successfully completed.
SQL>

It was a very simple demo, but as you can see above, the Advisor provides a small script to adjust what is wrong or what is missing concerning the statistics of the table.

Conclusion :
Once you have upgraded your database to Oracle 12.2, don’t hesitate to set up the new Statistics Advisor. It is easy to deploy and can be fully personalized depending on what you want to check (which objects ? which rules ?). Moreover, it has been developped by the same team who develops and maintains the CBO. Therefore, they know which statistics the Optimizer needs !